schema_version stringclasses 1
value | event dict | organization dict | identity_context dict | vulnerability dict | tenant_context dict | facility_context dict | portfolio_context dict | telemetry_stream listlengths 6 12 | detection dict | forecast dict | impact dict | response dict | simulation dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102200",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:59:00Z",
"trace_id": "91a196df-5415-452a-a6d0-99077b856378"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.167,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.274,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.65,
"battery_mwh": 5.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 133,
"facility_id": "FAC-E1D450A38E",
"grid_service_limit_mw": 15.68,
"gross_sqft": 1339790,
"infill_site": true,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.311,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.103,
"nearby_nodes": 4,
"network_redundancy_score": 0.349,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 28.3,
"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 77.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.659,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.441
} | {
"annualized_noi_impact_usd": 20784,
"annualized_revenue_impact_usd": 27668,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 553093,
"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": -0.28,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.78
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.88
},
{
"action": "monitor_and_stage... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.15,
"capital_availability": 0.311,
"demand_pressure": 0.358,
"entitlement_friction": 0.103,
"labor_shortage": 0.554,
"portfolio_tightness": 0.426,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-102201",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:24:00Z",
"trace_id": "fe77e3eb-0bf5-4e14-8248-760ed2b2eba7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.025,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.431,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.4,
"battery_mwh": 0.95,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-5EBB6DA188",
"grid_service_limit_mw": 12.43,
"gross_sqft": 1084446,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.84,
"nearby_nodes": 2,
"network_redundancy_score": 0.571,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 109... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 30.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.74,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 4.73,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": 36244,
"annualized_revenue_impact_usd": 57786,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 479359,
"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": 0.55,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.41
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.16
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.429,
"capital_availability": 0.619,
"demand_pressure": 0.432,
"entitlement_friction": 0.84,
"labor_shortage": 0.88,
"portfolio_tightness": 0.651,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-102202",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:40:00Z",
"trace_id": "17c1d3e9-7814-4aee-b933-9a992467921f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.391,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.277,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.19,
"battery_mwh": 6.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-522D28B90C",
"grid_service_limit_mw": 20.92,
"gross_sqft": 879762,
"infill_site": false,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.24,
"nearby_nodes": 3,
"network_redundancy_score": 0.656,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 89.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.1,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.597
} | {
"annualized_noi_impact_usd": 46709,
"annualized_revenue_impact_usd": 73280,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 619281,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 2.63,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.94
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.533,
"capital_availability": 0.388,
"demand_pressure": 0.821,
"entitlement_friction": 0.24,
"labor_shortage": 0.627,
"portfolio_tightness": 0.506,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-102203",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:32:00Z",
"trace_id": "2c2cce7d-46db-47db-8b3a-37d32b521265"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.169,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.456,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.72,
"battery_mwh": 7.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-E37A5B6923",
"grid_service_limit_mw": 12.24,
"gross_sqft": 386279,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.475,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.772,
"nearby_nodes": 5,
"network_redundancy_score": 0.423,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.6,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.379
} | {
"annualized_noi_impact_usd": -49575,
"annualized_revenue_impact_usd": -80009,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 581049,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": -0.36,
"occupancy_shift": -0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.79
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.54
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.321,
"capital_availability": 0.475,
"demand_pressure": 0.408,
"entitlement_friction": 0.772,
"labor_shortage": 0.959,
"portfolio_tightness": 0.668,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-102204",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:34:00Z",
"trace_id": "e87dc6a2-443e-43e8-b038-391afb88cb74"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.272,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.124,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.2,
"battery_mwh": 9.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 148,
"facility_id": "FAC-1AE3F32A39",
"grid_service_limit_mw": 14.4,
"gross_sqft": 1480311,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.874,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.39,
"nearby_nodes": 2,
"network_redundancy_score": 0.431,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 80,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.34,
"rent_growth_90d_pct": 5.21,
"tenant_expansion_probability": 0.539
} | {
"annualized_noi_impact_usd": 179637,
"annualized_revenue_impact_usd": 286310,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 668567,
"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": 2.97,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.12
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.18
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.23,
"capital_availability": 0.874,
"demand_pressure": 0.794,
"entitlement_friction": 0.39,
"labor_shortage": 0.488,
"portfolio_tightness": 0.457,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-102205",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:41:00Z",
"trace_id": "9e881f49-0544-4cb3-aba0-3ba8d970ef21"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.43,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.144,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.48,
"battery_mwh": 11.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-031021FC59",
"grid_service_limit_mw": 16.22,
"gross_sqft": 1028762,
"infill_site": true,
"lease_expiry_months": 47,
"o... | {
"capital_availability": 0.876,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.292,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.258,
"nearby_nodes": 2,
"network_redundancy_score": 0.767,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 89.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.92,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 5.53,
"rent_growth_90d_pct": 6.16,
"tenant_expansion_probability": 0.762
} | {
"annualized_noi_impact_usd": 580923,
"annualized_revenue_impact_usd": 773588,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 504086,
"expansion_capture_probability_post_event": 0.717,
"lease_rate_change_pct": 4.99,
"occupancy_shift": 0.036,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.89
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.452,
"capital_availability": 0.876,
"demand_pressure": 0.791,
"entitlement_friction": 0.258,
"labor_shortage": 0.678,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.72,
"id": "FORGE-102206",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:04:00Z",
"trace_id": "cb3bad2b-2cc4-4056-9432-cc8b7216f32e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.2,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.71,
"battery_mwh": 8.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 58,
"facility_id": "FAC-8B3A7B42A6",
"grid_service_limit_mw": 14.4,
"gross_sqft": 580867,
"infill_site": false,
"lease_expiry_months": 51,
"... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.532,
"nearby_nodes": 7,
"network_redundancy_score": 0.541,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 69... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 25.4,
"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0.409
} | {
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"annualized_revenue_impact_usd": -16428,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 609857,
"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": -0.94,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.23
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.12
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.63,
"capital_availability": 0.543,
"demand_pressure": 0.424,
"entitlement_friction": 0.532,
"labor_shortage": 0.427,
"portfolio_tightness": 0.357,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-102207",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:37:00Z",
"trace_id": "5291b517-e54c-49e5-a3a6-a5adf08f03a6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.121,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.436,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.42,
"battery_mwh": 10.71,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-4758A9C607",
"grid_service_limit_mw": 17.13,
"gross_sqft": 897284,
"infill_site": false,
"lease_expiry_months": 54,
"oc... | {
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"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.241,
"nearby_nodes": 5,
"network_redundancy_score": 0.773,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 89... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
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"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": 20810,
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"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 409800,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.14
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.31,
"demand_pressure": 0.663,
"entitlement_friction": 0.241,
"labor_shortage": 0.515,
"portfolio_tightness": 0.301,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-102208",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:21:00Z",
"trace_id": "218b43a7-627b-4d64-9649-1d28474bdc66"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.199,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.089,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 9.17,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-C8FCD8752F",
"grid_service_limit_mw": 22.85,
"gross_sqft": 915421,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.68,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.453,
"nearby_nodes": 6,
"network_redundancy_score": 0.831,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1518932,
... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 83.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": -0.56,
"tenant_expansion_probability": 0.369
} | {
"annualized_noi_impact_usd": -70562,
"annualized_revenue_impact_usd": -114033,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 407292,
"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": -1.98,
"occupancy_shift": 0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.91
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.85
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.856,
"capital_availability": 0,
"demand_pressure": 0.515,
"entitlement_friction": 0.453,
"labor_shortage": 0.793,
"portfolio_tightness": 0.484,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-102209",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:52:00Z",
"trace_id": "637f7947-bd8a-402c-a1dd-70a60b9f3b70"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.074,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.36,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.82,
"battery_mwh": 0.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-A487C234F7",
"grid_service_limit_mw": 13.67,
"gross_sqft": 1251400,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.82,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.431,
"nearby_nodes": 6,
"network_redundancy_score": 0.618,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.637,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.957,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0.364
} | {
"annualized_noi_impact_usd": -39500,
"annualized_revenue_impact_usd": -55091,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 377553,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": -0.78,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.39
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.111,
"capital_availability": 0.82,
"demand_pressure": 0.305,
"entitlement_friction": 0.431,
"labor_shortage": 0.688,
"portfolio_tightness": 0.369,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-102210",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:19:00Z",
"trace_id": "81edac75-e424-4bd6-86fb-ddc57fb077d5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.091,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.464,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.56,
"battery_mwh": 8.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-F5B348618B",
"grid_service_limit_mw": 21.81,
"gross_sqft": 431932,
"infill_site": true,
"lease_expiry_months": 51,
"... | {
"capital_availability": 0.892,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.377,
"nearby_nodes": 4,
"network_redundancy_score": 0.467,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.6,
"dock_utilization_pct": 80.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 78.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 3.39,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -30766,
"annualized_revenue_impact_usd": -41030,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 485545,
"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": 0.16,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.06
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.28
},
{
"action": "monitor_and_stag... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.344,
"capital_availability": 0.892,
"demand_pressure": 0.361,
"entitlement_friction": 0.377,
"labor_shortage": 0.588,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-102211",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:10:00Z",
"trace_id": "1d74d2e5-9ef4-4d92-944b-baf8e1e48faf"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.086,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.349,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.24,
"battery_mwh": 11.91,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-BC8C15C21E",
"grid_service_limit_mw": 23.21,
"gross_sqft": 789379,
"infill_site": false,
"lease_expiry_months": 26,
"oc... | {
"capital_availability": 0.483,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.161,
"nearby_nodes": 2,
"network_redundancy_score": 0.631,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 206254... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.194
} | {
"annualized_noi_impact_usd": -89730,
"annualized_revenue_impact_usd": -129715,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 538979,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -1.31,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.77
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.801,
"capital_availability": 0.483,
"demand_pressure": 0.62,
"entitlement_friction": 0.161,
"labor_shortage": 0.827,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-102212",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:39:00Z",
"trace_id": "08718f49-32e7-4dab-a7ef-6393e758052d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.392,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.21,
"battery_mwh": 1.84,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-44C3863A92",
"grid_service_limit_mw": 15.75,
"gross_sqft": 207925,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.417,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.406,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.482,
"nearby_nodes": 2,
"network_redundancy_score": 0.422,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.6,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.682
} | {
"annualized_noi_impact_usd": 36533,
"annualized_revenue_impact_usd": 47122,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 574058,
"expansion_capture_probability_post_event": 0.628,
"lease_rate_change_pct": 2.63,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.41
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.237,
"capital_availability": 0.417,
"demand_pressure": 0.54,
"entitlement_friction": 0.482,
"labor_shortage": 0.598,
"portfolio_tightness": 0.399,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-102213",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:36:00Z",
"trace_id": "9d7c02a1-4e84-4300-922f-dfb1b67a3a48"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.115,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.296,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.56,
"battery_mwh": 8.02,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-B9E683223B",
"grid_service_limit_mw": 13.83,
"gross_sqft": 511774,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.422,
"nearby_nodes": 8,
"network_redundancy_score": 0.588,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 78.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.52,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": -0.69,
"rent_growth_90d_pct": 1.01,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -34715,
"annualized_revenue_impact_usd": -54785,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 604734,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -1.31,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.82
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.35
},
{
"action": "lock_power_capacity_reservation"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.823,
"capital_availability": 0.544,
"demand_pressure": 0.304,
"entitlement_friction": 0.422,
"labor_shortage": 0.552,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-102214",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:54:00Z",
"trace_id": "4fa2e85e-78b3-43db-a2a6-94eee0ab7f4a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.117,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.251,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.34,
"battery_mwh": 11.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-6D1D960AD2",
"grid_service_limit_mw": 7.87,
"gross_sqft": 624392,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.366,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.553,
"nearby_nodes": 4,
"network_redundancy_score": 0.482,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.3,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.288
} | {
"annualized_noi_impact_usd": -129931,
"annualized_revenue_impact_usd": -199249,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 634905,
"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": -1.31,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.32
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.396,
"capital_availability": 0.366,
"demand_pressure": 0.562,
"entitlement_friction": 0.553,
"labor_shortage": 0.737,
"portfolio_tightness": 0.575,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102215",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:39:00Z",
"trace_id": "d4a749a4-d0b8-483d-853c-84d4fb6e31c5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.047,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.128,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.53,
"battery_mwh": 1.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-97AA0522D7",
"grid_service_limit_mw": 10.93,
"gross_sqft": 1475783,
"infill_site": true,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.099,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.608,
"nearby_nodes": 6,
"network_redundancy_score": 0.492,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.3,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.277
} | {
"annualized_noi_impact_usd": -264483,
"annualized_revenue_impact_usd": -394019,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 470401,
"expansion_capture_probability_post_event": 0.19,
"lease_rate_change_pct": -0.72,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.17
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.3,
"capital_availability": 0.099,
"demand_pressure": 0.374,
"entitlement_friction": 0.608,
"labor_shortage": 0.832,
"portfolio_tightness": 0.548,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-102216",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "60791565-635b-4421-bb7b-7b20f2c57da7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.433,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.348,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.5,
"battery_mwh": 10.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-84D0FAD479",
"grid_service_limit_mw": 14.27,
"gross_sqft": 971797,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.462,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.648,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.672,
"nearby_nodes": 6,
"network_redundancy_score": 0.426,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 34.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 4.76,
"rent_growth_90d_pct": 6.66,
"tenant_expansion_probability": 0.785
} | {
"annualized_noi_impact_usd": 230729,
"annualized_revenue_impact_usd": 343646,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 515252,
"expansion_capture_probability_post_event": 0.745,
"lease_rate_change_pct": 5.52,
"occupancy_shift": 0.031,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.38
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.93
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.462,
"demand_pressure": 0.825,
"entitlement_friction": 0.672,
"labor_shortage": 0.591,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-102217",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "326ddb29-a5ae-4608-8a07-6f4a304b1764"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.427,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.52,
"battery_mwh": 2.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-2E364131A0",
"grid_service_limit_mw": 23.37,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.234,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.665,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.439,
"nearby_nodes": 5,
"network_redundancy_score": 0.79,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2193819,... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 88,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.39,
"rent_growth_90d_pct": 4.66,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 56071,
"annualized_revenue_impact_usd": 73546,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.77,
"lease_rate_change_pct": 4.15,
"occupancy_shift": 0.008,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.76
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.316,
"capital_availability": 0.234,
"demand_pressure": 0.763,
"entitlement_friction": 0.439,
"labor_shortage": 0.714,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-102218",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:33:00Z",
"trace_id": "137e635e-ed37-4d91-a853-28f633219d32"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.328,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.146,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.39,
"battery_mwh": 10.9,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-8182EE2ED6",
"grid_service_limit_mw": 20.73,
"gross_sqft": 745637,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.024,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.227,
"nearby_nodes": 2,
"network_redundancy_score": 0.657,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 85.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.558
} | {
"annualized_noi_impact_usd": 91054,
"annualized_revenue_impact_usd": 118742,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.497,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.94
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.98
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.915,
"capital_availability": 0.024,
"demand_pressure": 0.593,
"entitlement_friction": 0.227,
"labor_shortage": 0.61,
"portfolio_tightness": 0.586,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-102219",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:48:00Z",
"trace_id": "64f7ba40-06ac-4fb3-ba21-2034ddf9f6f4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.102,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.48,
"battery_mwh": 2.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-2096AF7E4B",
"grid_service_limit_mw": 22.6,
"gross_sqft": 1179970,
"infill_site": false,
"lease_expiry_months": 47,
"oc... | {
"capital_availability": 0.635,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.648,
"nearby_nodes": 7,
"network_redundancy_score": 0.369,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 863633... | [
{
"appointment_fill_pct": 78,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": -0.31,
"rent_growth_90d_pct": -1.42,
"tenant_expansion_probability": 0.283... | {
"annualized_noi_impact_usd": -189378,
"annualized_revenue_impact_usd": -270530,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 421611,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -3.16,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.48
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.78
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.635,
"demand_pressure": 0.367,
"entitlement_friction": 0.648,
"labor_shortage": 0.596,
"portfolio_tightness": 0.377,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-102220",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:19:00Z",
"trace_id": "0b66ee93-ab77-450d-833b-a44b4fcad699"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.208,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.092,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.45,
"battery_mwh": 8.12,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-1C816B8A72",
"grid_service_limit_mw": 15.52,
"gross_sqft": 646790,
"infill_site": true,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.411,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.634,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.307,
"nearby_nodes": 3,
"network_redundancy_score": 0.38,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 104... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 84.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
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"market_entry_score": 77.8,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 0.54,
"tenant_expansion_probability": 0.4
} | {
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"annualized_revenue_impact_usd": -20608,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 571481,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": -0.91,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "service_continuity",
"score": 34.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.11
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.411,
"demand_pressure": 0.592,
"entitlement_friction": 0.307,
"labor_shortage": 0.654,
"portfolio_tightness": 0.446,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-102221",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:57:00Z",
"trace_id": "2a3da524-737b-4cba-bb80-64be303210a6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 2.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-9E5E0A5A39",
"grid_service_limit_mw": 10.35,
"gross_sqft": 869811,
"infill_site": true,
"lease_expiry_months": 72,
"... | {
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"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.402,
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"entitlement_friction": 0.649,
"nearby_nodes": 3,
"network_redundancy_score": 0.71,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 90.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
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"rent_growth_30d_pct": 4.61,
"rent_growth_90d_pct": 3.92,
"tenant_expansion_probability": 0.589
} | {
"annualized_noi_impact_usd": 159439,
"annualized_revenue_impact_usd": 235200,
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"decision_horizon_days": 45,
"estimated_capex_usd": 693760,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 47.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.36
},
{
"action": "rebalance_carrie... | {
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"friction_profile": {
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"capital_availability": 0.83,
"demand_pressure": 0.858,
"entitlement_friction": 0.649,
"labor_shortage": 0.785,
"portfolio_tightness": 0.679,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-102222",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:25:00Z",
"trace_id": "f9bb129c-0089-4059-a88d-8ad18c78333e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.459,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 1.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-A23FE09C5B",
"grid_service_limit_mw": 15.2,
"gross_sqft": 939870,
"infill_site": true,
"lease_expiry_months": 64,
"occupa... | {
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"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.438,
"nearby_nodes": 8,
"network_redundancy_score": 0.82,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.993,
"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability": 0.... | {
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"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": 0.35,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.72
},
{
"action": "ac... | {
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"demand_pressure": 0.564,
"entitlement_friction": 0.438,
"labor_shortage": 0.687,
"portfolio_tightness": 0.469,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-102223",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:51:00Z",
"trace_id": "f3b04d18-3d85-409b-812f-b51997f771fd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.128,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 6.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-EA5DE58A94",
"grid_service_limit_mw": 18.01,
"gross_sqft": 651942,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.392,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.552,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.743,
"nearby_nodes": 6,
"network_redundancy_score": 0.39,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 78,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 34.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.648,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 3.38,
"tenant_expansion_probability": 0.385
} | {
"annualized_noi_impact_usd": -13171,
"annualized_revenue_impact_usd": -18025,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 477751,
"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.97
},
{
"action": "monitor_and_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.664,
"capital_availability": 0.392,
"demand_pressure": 0.447,
"entitlement_friction": 0.743,
"labor_shortage": 0.7,
"portfolio_tightness": 0.553,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-102224",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:48:00Z",
"trace_id": "301c4fd0-a0d2-4b07-b278-0c1b47e1e507"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.373,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.452,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.57,
"battery_mwh": 4.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-7A4CF1BA8B",
"grid_service_limit_mw": 12.55,
"gross_sqft": 1360808,
"infill_site": false,
"lease_expiry_months": 62,
"o... | {
"capital_availability": 0.056,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.898,
"nearby_nodes": 5,
"network_redundancy_score": 0.39,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 88,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability": 0.618
} | {
"annualized_noi_impact_usd": 92063,
"annualized_revenue_impact_usd": 145046,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 425324,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 0.12,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 38.11
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.705,
"capital_availability": 0.056,
"demand_pressure": 0.75,
"entitlement_friction": 0.898,
"labor_shortage": 0.862,
"portfolio_tightness": 0.546,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-102225",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:23:00Z",
"trace_id": "44aec244-e862-40a2-9c40-bc03f240df24"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.075,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.321,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.27,
"battery_mwh": 8.84,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-5DE8652C99",
"grid_service_limit_mw": 18.35,
"gross_sqft": 1083207,
"infill_site": false,
"lease_expiry_months": 61,
"oc... | {
"capital_availability": 0.221,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.085,
"nearby_nodes": 7,
"network_redundancy_score": 0.794,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.182
} | {
"annualized_noi_impact_usd": -176796,
"annualized_revenue_impact_usd": -257988,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 560846,
"expansion_capture_probability_post_event": 0.076,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.65
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.221,
"demand_pressure": 0.698,
"entitlement_friction": 0.085,
"labor_shortage": 0.768,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-102226",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:21:00Z",
"trace_id": "6aad2d6f-2800-410b-9630-778cd2ba54ac"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.137,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.403,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.34,
"battery_mwh": 10.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-FCE966454D",
"grid_service_limit_mw": 14.64,
"gross_sqft": 1250421,
"infill_site": true,
"lease_expiry_months": 59,... | {
"capital_availability": 0.81,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.081,
"nearby_nodes": 8,
"network_redundancy_score": 0.859,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1113956,
... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.991,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 2.11,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 37951,
"annualized_revenue_impact_usd": 60453,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 0.07,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.31
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.42
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.81,
"demand_pressure": 0.594,
"entitlement_friction": 0.081,
"labor_shortage": 0.726,
"portfolio_tightness": 0.427,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-102227",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:34:00Z",
"trace_id": "63d0b1cb-819b-4493-8f5e-0cec9c409eb4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.289,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.072,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.45,
"battery_mwh": 11.29,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-9DCC12B0FE",
"grid_service_limit_mw": 18.83,
"gross_sqft": 1240219,
"infill_site": true,
"lease_expiry_months": 20,
"o... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.64,
"nearby_nodes": 4,
"network_redundancy_score": 0.567,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 86.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability": 0.518
} | {
"annualized_noi_impact_usd": 64970,
"annualized_revenue_impact_usd": 90356,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 292967,
"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 0.3,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.68
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.858,
"capital_availability": 0.16,
"demand_pressure": 0.686,
"entitlement_friction": 0.64,
"labor_shortage": 0.624,
"portfolio_tightness": 0.523,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-102228",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:53:00Z",
"trace_id": "7e5915aa-8114-45ac-add2-15ad05268d43"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.373,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.72,
"battery_mwh": 8.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-F9543527D5",
"grid_service_limit_mw": 19.64,
"gross_sqft": 822948,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.308,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.112,
"nearby_nodes": 8,
"network_redundancy_score": 0.437,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 190862... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 85.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 2.46,
"tenant_expansion_probability": 0.595
... | {
"annualized_noi_impact_usd": 127756,
"annualized_revenue_impact_usd": 168636,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 383060,
"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 1.8,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.04
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.308,
"demand_pressure": 0.668,
"entitlement_friction": 0.112,
"labor_shortage": 1,
"portfolio_tightness": 0.411,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-102229",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:48:00Z",
"trace_id": "0e0bab38-4fb0-4e29-9940-49781aa7060f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.15,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.476,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.39,
"battery_mwh": 9.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 97,
"facility_id": "FAC-2670A92A80",
"grid_service_limit_mw": 22.63,
"gross_sqft": 972530,
"infill_site": true,
"lease_expiry_months": 36,
"occup... | {
"capital_availability": 0.521,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.433,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.242,
"nearby_nodes": 6,
"network_redundancy_score": 0.313,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -228263,
"annualized_revenue_impact_usd": -303831,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 559106,
"expansion_capture_probability_post_event": 0.139,
"lease_rate_change_pct": -0.44,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.69
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.746,
"capital_availability": 0.521,
"demand_pressure": 0.501,
"entitlement_friction": 0.242,
"labor_shortage": 0.753,
"portfolio_tightness": 0.518,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102230",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:00:00Z",
"trace_id": "3682f64d-4008-400c-bd05-50110fe2061f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.36,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.62,
"battery_mwh": 4.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-FF9D679F0D",
"grid_service_limit_mw": 11.49,
"gross_sqft": 680511,
"infill_site": true,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.335,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.398,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.113,
"nearby_nodes": 7,
"network_redundancy_score": 0.583,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 85.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.648
} | {
"annualized_noi_impact_usd": 77137,
"annualized_revenue_impact_usd": 126673,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 423332,
"expansion_capture_probability_post_event": 0.614,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.033,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.51
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.693,
"capital_availability": 0.335,
"demand_pressure": 0.641,
"entitlement_friction": 0.113,
"labor_shortage": 0.924,
"portfolio_tightness": 0.381,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-102231",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:53:00Z",
"trace_id": "2d33ae4c-bb12-40ee-b1bf-b71fe641903d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.355,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.352,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.65,
"battery_mwh": 3.27,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-5055BF6BEF",
"grid_service_limit_mw": 12.83,
"gross_sqft": 374961,
"infill_site": true,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.059,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.41,
"nearby_nodes": 8,
"network_redundancy_score": 0.321,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1412669... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 84.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -5481,
"annualized_revenue_impact_usd": -8516,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 646118,
"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 0.56,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.93
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.709,
"capital_availability": 0.059,
"demand_pressure": 0.585,
"entitlement_friction": 0.41,
"labor_shortage": 0.741,
"portfolio_tightness": 0.496,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-102232",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:10:00Z",
"trace_id": "fe360f5e-5662-4f81-a685-a6b696432dd3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.289,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.63,
"battery_mwh": 3.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-00D7CB001D",
"grid_service_limit_mw": 17.22,
"gross_sqft": 1442611,
"infill_site": false,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.74,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.743,
"nearby_nodes": 6,
"network_redundancy_score": 0.397,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1485682... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 82.8,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 2,
"tenant_expansion_probability": 0.586
} | {
"annualized_noi_impact_usd": 144412,
"annualized_revenue_impact_usd": 209523,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 543688,
"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.48
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.44
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.477,
"capital_availability": 0.74,
"demand_pressure": 0.509,
"entitlement_friction": 0.743,
"labor_shortage": 0.689,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-102233",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:09:00Z",
"trace_id": "39179852-4a26-4770-9034-30b7004f7785"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.001,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.349,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.8,
"battery_mwh": 11.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-DB3B4A379F",
"grid_service_limit_mw": 15.39,
"gross_sqft": 568502,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.3,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.392,
"nearby_nodes": 5,
"network_redundancy_score": 0.46,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.14
} | {
"annualized_noi_impact_usd": -139083,
"annualized_revenue_impact_usd": -178451,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 547347,
"expansion_capture_probability_post_event": 0.042,
"lease_rate_change_pct": -0.68,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.25
},
{
"action": "escalate_utility_interconnect... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.428,
"capital_availability": 0.3,
"demand_pressure": 0.418,
"entitlement_friction": 0.392,
"labor_shortage": 0.579,
"portfolio_tightness": 0.501,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-102234",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:36:00Z",
"trace_id": "96315752-a127-4709-9c6c-bfd8db12b7cb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.209,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.405,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.6,
"battery_mwh": 5.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-CD6F18D049",
"grid_service_limit_mw": 15.14,
"gross_sqft": 249780,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.699,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.309,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.359,
"nearby_nodes": 4,
"network_redundancy_score": 0.4,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 28.6,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.2,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 1.41,
"tenant_expansion_probability": 0.498
} | {
"annualized_noi_impact_usd": 13793,
"annualized_revenue_impact_usd": 17988,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 538732,
"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.31
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.42
},
{
"action": "monitor_and_stage",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.294,
"capital_availability": 0.699,
"demand_pressure": 0.478,
"entitlement_friction": 0.359,
"labor_shortage": 0.463,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-102235",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:04:00Z",
"trace_id": "ed7b4361-ab18-40e8-ab24-032595c8ca99"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.013,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.404,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.69,
"battery_mwh": 9.95,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-1FD52A9DA9",
"grid_service_limit_mw": 13.97,
"gross_sqft": 1353202,
"infill_site": false,
"lease_expiry_months": 56,
"o... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.648,
"nearby_nodes": 8,
"network_redundancy_score": 0.553,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 80.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 0.6,
"rent_growth_90d_pct": -0.6,
"tenant_expansion_probability": 0.207
} | {
"annualized_noi_impact_usd": -199990,
"annualized_revenue_impact_usd": -342184,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 481584,
"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -3.77,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.33
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.602,
"demand_pressure": 0.372,
"entitlement_friction": 0.648,
"labor_shortage": 0.957,
"portfolio_tightness": 0.537,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-102236",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:03:00Z",
"trace_id": "90890c55-4f77-491b-97bc-2569cc1cd582"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.013,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.429,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.44,
"battery_mwh": 4.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-A16FC89B1A",
"grid_service_limit_mw": 22.79,
"gross_sqft": 816041,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.362,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.801,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.671,
"nearby_nodes": 7,
"network_redundancy_score": 0.817,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 0.6,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.161
} | {
"annualized_noi_impact_usd": -175976,
"annualized_revenue_impact_usd": -280763,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 682631,
"expansion_capture_probability_post_event": 0.042,
"lease_rate_change_pct": -3.68,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.68
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.362,
"demand_pressure": 0.398,
"entitlement_friction": 0.671,
"labor_shortage": 1,
"portfolio_tightness": 0.503,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-102237",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:35:00Z",
"trace_id": "47311062-c194-4820-a7b7-99b43994dba3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.236,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.46,
"battery_mwh": 11.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-653EAB3945",
"grid_service_limit_mw": 6.73,
"gross_sqft": 801948,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.51,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.579,
"nearby_nodes": 7,
"network_redundancy_score": 0.59,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 7745... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.1,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 4.52,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": -53542,
"annualized_revenue_impact_usd": -77989,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 592512,
"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": 1.86,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.47
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.687,
"capital_availability": 0.51,
"demand_pressure": 0.558,
"entitlement_friction": 0.579,
"labor_shortage": 0.823,
"portfolio_tightness": 0.721,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-102238",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:11:00Z",
"trace_id": "b155e1c3-4289-4347-8d29-5e4cbde79d8a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.039,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.176,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.57,
"battery_mwh": 5.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-8C41B20303",
"grid_service_limit_mw": 15.78,
"gross_sqft": 1392449,
"infill_site": false,
"lease_expiry_months": 69,... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.182,
"nearby_nodes": 8,
"network_redundancy_score": 0.354,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -176132,
"annualized_revenue_impact_usd": -301940,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 494283,
"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -1,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.43
},
{
"action": "shift_overflow_to_satellite",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.309,
"capital_availability": 0.119,
"demand_pressure": 0.388,
"entitlement_friction": 0.182,
"labor_shortage": 0.819,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-102239",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:52:00Z",
"trace_id": "fe5b1741-e416-4ad5-b44a-b9ea3ff0d49b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.303,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.111,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.37,
"battery_mwh": 7.34,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-265C06FF68",
"grid_service_limit_mw": 8.84,
"gross_sqft": 941347,
"infill_site": true,
"lease_expiry_months": 50,
"occup... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.794,
"nearby_nodes": 3,
"network_redundancy_score": 0.653,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 86.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.8,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 101222,
"annualized_revenue_impact_usd": 153214,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 678029,
"expansion_capture_probability_post_event": 0.38,
"lease_rate_change_pct": -0.26,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.63
},
{
"action": "lock_power_capacity_reservation",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.626,
"capital_availability": 0.575,
"demand_pressure": 0.676,
"entitlement_friction": 0.794,
"labor_shortage": 0.971,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-102240",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:51:00Z",
"trace_id": "ce48d454-0ad8-4156-82f2-14491d8cbeb7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.005,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.39,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.49,
"battery_mwh": 8.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-CD9A1FAD69",
"grid_service_limit_mw": 22.22,
"gross_sqft": 547724,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.435,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.133,
"nearby_nodes": 7,
"network_redundancy_score": 0.349,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 72.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 78.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 59.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 91,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0.282
} | {
"annualized_noi_impact_usd": -20798,
"annualized_revenue_impact_usd": -35764,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 583365,
"expansion_capture_probability_post_event": 0.246,
"lease_rate_change_pct": -2.08,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.67
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.9
},
{
"action": "lock_power_capacity_reservation",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.207,
"capital_availability": 0.435,
"demand_pressure": 0.252,
"entitlement_friction": 0.133,
"labor_shortage": 0.86,
"portfolio_tightness": 0.468,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-102241",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:03:00Z",
"trace_id": "3c9c5f11-5423-40f8-bd02-8d201c492ee2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.264,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.098,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.62,
"battery_mwh": 3.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-20B5A979CD",
"grid_service_limit_mw": 11.9,
"gross_sqft": 995858,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.478,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.677,
"nearby_nodes": 8,
"network_redundancy_score": 0.818,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 84.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.523
} | {
"annualized_noi_impact_usd": 37563,
"annualized_revenue_impact_usd": 48849,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 465906,
"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.39
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.352,
"capital_availability": 0.478,
"demand_pressure": 0.572,
"entitlement_friction": 0.677,
"labor_shortage": 0.904,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-102242",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:06:00Z",
"trace_id": "98f8539a-bdb1-44ae-ab6b-ec521495e79e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.43,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.103,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.53,
"battery_mwh": 9.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-ECBE268E46",
"grid_service_limit_mw": 22.07,
"gross_sqft": 200731,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.518,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.2,
"nearby_nodes": 4,
"network_redundancy_score": 0.863,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 90.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.61,
"rent_growth_90d_pct": 5.12,
"tenant_expansion_probability": 0.649
} | {
"annualized_noi_impact_usd": 33066,
"annualized_revenue_impact_usd": 49535,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 394707,
"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 4.32,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.48
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.878,
"capital_availability": 0.518,
"demand_pressure": 0.876,
"entitlement_friction": 0.2,
"labor_shortage": 0.74,
"portfolio_tightness": 0.587,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-102243",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:48:00Z",
"trace_id": "9854c9c9-cd66-4db5-ac92-12789b82bcc4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.344,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.348,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.67,
"battery_mwh": 0.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-E8B5D09452",
"grid_service_limit_mw": 18.45,
"gross_sqft": 560252,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.541,
"nearby_nodes": 3,
"network_redundancy_score": 0.632,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 81.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": -0.04,
"rent_growth_90d_pct": 0.52,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -4184,
"annualized_revenue_impact_usd": -6271,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 651062,
"expansion_capture_probability_post_event": 0.403,
"lease_rate_change_pct": -0.1,
"occupancy_shift": -0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.38
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.501,
"capital_availability": 0.454,
"demand_pressure": 0.471,
"entitlement_friction": 0.541,
"labor_shortage": 0.616,
"portfolio_tightness": 0.37,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-102244",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:55:00Z",
"trace_id": "e8979840-c7af-4536-8c9f-7a24430c0427"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.089,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.275,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.24,
"battery_mwh": 3.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-CB416C5EC5",
"grid_service_limit_mw": 21.29,
"gross_sqft": 707634,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.615,
"nearby_nodes": 2,
"network_redundancy_score": 0.495,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 26... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 81.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 0.66,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -42753,
"annualized_revenue_impact_usd": -57457,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 738331,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -2.43,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.56
},
{
"action": "defer_noncritical_project... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.636,
"capital_availability": 0.2,
"demand_pressure": 0.456,
"entitlement_friction": 0.615,
"labor_shortage": 0.649,
"portfolio_tightness": 0.454,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-102245",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:29:00Z",
"trace_id": "1a9a915c-1087-4207-8dd3-5ef01c9d229b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.025,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.394,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.46,
"battery_mwh": 6.3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-96AA414655",
"grid_service_limit_mw": 18.63,
"gross_sqft": 1310861,
"infill_site": true,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.625,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.472,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.482,
"nearby_nodes": 4,
"network_redundancy_score": 0.64,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 78.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.642,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.2,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -145401,
"annualized_revenue_impact_usd": -206827,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 430069,
"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": -2.27,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.59
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.31
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.625,
"demand_pressure": 0.272,
"entitlement_friction": 0.482,
"labor_shortage": 0.748,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-102246",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:03:00Z",
"trace_id": "60d7c05d-107a-4f2a-a08d-fbbcd3f5b127"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.314,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.277,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 3.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-515B22F47B",
"grid_service_limit_mw": 11.93,
"gross_sqft": 1198670,
"infill_site": false,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.364,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.183,
"nearby_nodes": 2,
"network_redundancy_score": 0.698,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.9,
"shift_fill_... | {
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"anomaly_score": 0.814,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
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"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": -49595,
"annualized_revenue_impact_usd": -70226,
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"decision_horizon_days": 60,
"estimated_capex_usd": 484656,
"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": 1.05,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.69
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.85,
"capital_availability": 0.364,
"demand_pressure": 0.593,
"entitlement_friction": 0.183,
"labor_shortage": 0.729,
"portfolio_tightness": 0.373,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-102247",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:47:00Z",
"trace_id": "0af3cdc9-60e2-4555-a5c6-a04c1039833f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.373,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 8.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-E22147170B",
"grid_service_limit_mw": 22.04,
"gross_sqft": 823729,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.102,
"nearby_nodes": 8,
"network_redundancy_score": 0.382,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_p... | {
"build_vs_buy_score": 2.09,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.961,
"rent_growth_30d_pct": 4.34,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.652,
"lease_rate_change_pct": 3.15,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.75
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.716,
"capital_availability": 0.2,
"demand_pressure": 0.73,
"entitlement_friction": 0.102,
"labor_shortage": 0.5,
"portfolio_tightness": 0.539,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-102248",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:54:00Z",
"trace_id": "65a4f337-eec8-4bfe-a3ba-5ba98f626d29"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.235,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.279,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.72,
"battery_mwh": 3.49,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-BFDDFB3854",
"grid_service_limit_mw": 23.19,
"gross_sqft": 192440,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.11,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.411,
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"entitlement_friction": 0.411,
"nearby_nodes": 8,
"network_redundancy_score": 0.8,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1387380,
... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": -0.58,
"tenant_expansion_probability": 0.42... | {
"annualized_noi_impact_usd": -19988,
"annualized_revenue_impact_usd": -27706,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": -1.77,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.64
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.11,
"demand_pressure": 0.483,
"entitlement_friction": 0.411,
"labor_shortage": 0.854,
"portfolio_tightness": 0.373,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-102249",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:41:00Z",
"trace_id": "19a58f81-1415-4224-9674-48a81d50f588"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.06,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.59,
"battery_mwh": 1.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-89255C57A4",
"grid_service_limit_mw": 15.74,
"gross_sqft": 1371800,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.289,
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"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.766,
"nearby_nodes": 6,
"network_redundancy_score": 0.696,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 89.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 5.3,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.789
} | {
"annualized_noi_impact_usd": 774405,
"annualized_revenue_impact_usd": 1161550,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 514299,
"expansion_capture_probability_post_event": 0.73,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.045,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 55.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.81
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.573,
"capital_availability": 0.289,
"demand_pressure": 0.805,
"entitlement_friction": 0.766,
"labor_shortage": 1,
"portfolio_tightness": 0.686,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-102250",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:15:00Z",
"trace_id": "f259b2dc-4143-46d8-b0f4-e911085f2b3b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.189,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.342,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.21,
"battery_mwh": 8.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-771B55A7F8",
"grid_service_limit_mw": 6.78,
"gross_sqft": 1025003,
"infill_site": false,
"lease_expiry_months": 63,
"oc... | {
"capital_availability": 0.271,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.416,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.576,
"nearby_nodes": 6,
"network_redundancy_score": 0.532,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 82... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.1,
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"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.398
} | {
"annualized_noi_impact_usd": -181151,
"annualized_revenue_impact_usd": -276279,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 516937,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.09
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.62
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.271,
"demand_pressure": 0.542,
"entitlement_friction": 0.576,
"labor_shortage": 0.958,
"portfolio_tightness": 0.675,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-102251",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:38:00Z",
"trace_id": "7436f6cd-405a-4ede-a07c-f58b6031e13b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.134,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.313,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.5,
"battery_mwh": 2.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-E27B7F57BE",
"grid_service_limit_mw": 18.96,
"gross_sqft": 831944,
"infill_site": false,
"lease_expiry_months": 66,
"occu... | {
"capital_availability": 0.754,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.657,
"nearby_nodes": 2,
"network_redundancy_score": 0.544,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.4,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.944,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 4.92,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 65276,
"annualized_revenue_impact_usd": 87715,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 573543,
"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": 1.98,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.39
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.1
},
{
"action": "offer_preemptive_expansion_te... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.19,
"capital_availability": 0.754,
"demand_pressure": 0.476,
"entitlement_friction": 0.657,
"labor_shortage": 0.596,
"portfolio_tightness": 0.569,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-102252",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:47:00Z",
"trace_id": "af6c9be6-e023-446b-86be-01b5099e91a8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.089,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.164,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.55,
"battery_mwh": 3.09,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-2BB7EB292A",
"grid_service_limit_mw": 14.65,
"gross_sqft": 1027252,
"infill_site": true,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.699,
"nearby_nodes": 6,
"network_redundancy_score": 0.483,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.8,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 4.74,
"tenant_expansion_probability": 0.377
} | {
"annualized_noi_impact_usd": 64386,
"annualized_revenue_impact_usd": 92437,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 521889,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": 0.68,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.51
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.25
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.355,
"capital_availability": 0.387,
"demand_pressure": 0.409,
"entitlement_friction": 0.699,
"labor_shortage": 0.802,
"portfolio_tightness": 0.597,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-102253",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:52:00Z",
"trace_id": "6a55f1bc-6cc3-46ff-a36f-a379891c9d58"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.233,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.469,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.41,
"battery_mwh": 3.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-72FE51B4CF",
"grid_service_limit_mw": 9.14,
"gross_sqft": 827126,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.636,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.229,
"nearby_nodes": 6,
"network_redundancy_score": 0.347,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 1.22,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -98145,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": -0.61,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.69
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.4
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"entitlement_friction": 0.229,
"labor_shortage": 0.983,
"portfolio_tightness": 0.633,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-102254",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:54:00Z",
"trace_id": "92799923-7bc5-425b-9f0f-3449e65bc8fa"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.352,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.239,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.25,
"battery_mwh": 0.53,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-480F7E7267",
"grid_service_limit_mw": 18.13,
"gross_sqft": 1056459,
"infill_site": false,
"lease_expiry_months": 25,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.251,
"nearby_nodes": 3,
"network_redundancy_score": 0.408,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 27087... | [
{
"appointment_fill_pct": 99.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": 0.545
} | {
"annualized_noi_impact_usd": 78423,
"annualized_revenue_impact_usd": 103188,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 367639,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 2.83,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.85
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.61,
"capital_availability": 0,
"demand_pressure": 1,
"entitlement_friction": 0.251,
"labor_shortage": 0.604,
"portfolio_tightness": 0.34,
"power_str... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-102255",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:26:00Z",
"trace_id": "84c0757b-55bf-4986-9be2-01e588cb53af"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.169,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.196,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.38,
"battery_mwh": 9.61,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-FBB65E32BB",
"grid_service_limit_mw": 20.66,
"gross_sqft": 550254,
"infill_site": true,
"lease_expiry_months": 23,
"occu... | {
"capital_availability": 0.165,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.444,
"nearby_nodes": 6,
"network_redundancy_score": 0.432,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 83,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 0.06,
"tenant_expansion_probability": 0.357
} | {
"annualized_noi_impact_usd": -20569,
"annualized_revenue_impact_usd": -33382,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 582541,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": -1.45,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.96
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.575,
"capital_availability": 0.165,
"demand_pressure": 0.505,
"entitlement_friction": 0.444,
"labor_shortage": 0.642,
"portfolio_tightness": 0.485,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-102256",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:06:00Z",
"trace_id": "6fef6d08-902d-4b48-a272-eb1ad1eb80dc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.325,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.337,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.64,
"battery_mwh": 10.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-D50985B36A",
"grid_service_limit_mw": 15.3,
"gross_sqft": 442524,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
"capital_availability": 0.364,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.511,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.217,
"nearby_nodes": 3,
"network_redundancy_score": 0.841,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.3,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 4.48,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 45029,
"annualized_revenue_impact_usd": 62594,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 423858,
"expansion_capture_probability_post_event": 0.483,
"lease_rate_change_pct": 3.5,
"occupancy_shift": 0.012,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.9
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.534,
"capital_availability": 0.364,
"demand_pressure": 0.782,
"entitlement_friction": 0.217,
"labor_shortage": 0.579,
"portfolio_tightness": 0.463,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-102257",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:29:00Z",
"trace_id": "beebb738-b879-463e-8ee0-532f0042a5f6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.291,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.221,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.46,
"battery_mwh": 12.37,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-DB31340CAA",
"grid_service_limit_mw": 7.54,
"gross_sqft": 343945,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.161,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.426,
"nearby_nodes": 8,
"network_redundancy_score": 0.615,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 164... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.525
} | {
"annualized_noi_impact_usd": 32417,
"annualized_revenue_impact_usd": 49419,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 639247,
"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": 1.9,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.21
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.33
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.6,
"capital_availability": 0.161,
"demand_pressure": 0.605,
"entitlement_friction": 0.426,
"labor_shortage": 1,
"portfolio_tightness": 0.643,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-102258",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:33:00Z",
"trace_id": "4091c26a-2c97-45c5-b94f-fd096bc8f1da"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.046,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.4,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.51,
"battery_mwh": 0.85,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-CE5D53807B",
"grid_service_limit_mw": 14.55,
"gross_sqft": 728553,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.359,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.177,
"nearby_nodes": 2,
"network_redundancy_score": 0.353,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.6,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": 0.201
} | {
"annualized_noi_impact_usd": -225110,
"annualized_revenue_impact_usd": -296245,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 511426,
"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -2.75,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.14
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.569,
"demand_pressure": 0.396,
"entitlement_friction": 0.177,
"labor_shortage": 0.999,
"portfolio_tightness": 0.429,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102259",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:35:00Z",
"trace_id": "9f817d0a-3bf7-465e-9702-6402021b1f56"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.151,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.36,
"battery_mwh": 0.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-9DAE79798D",
"grid_service_limit_mw": 10.04,
"gross_sqft": 519667,
"infill_site": true,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0.574,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.238,
"nearby_nodes": 3,
"network_redundancy_score": 0.491,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -47312,
"annualized_revenue_impact_usd": -61169,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 498940,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -1.39,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.75
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.01
},
{
"action": "deploy_peak_shaving",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.685,
"capital_availability": 0.574,
"demand_pressure": 0.397,
"entitlement_friction": 0.238,
"labor_shortage": 0.693,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102260",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:44:00Z",
"trace_id": "764f6887-a3e2-4706-989b-7823ed027945"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.375,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.259,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.35,
"battery_mwh": 1.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-F25F9AFCED",
"grid_service_limit_mw": 20.03,
"gross_sqft": 681634,
"infill_site": false,
"lease_expiry_months": 26,
"occup... | {
"capital_availability": 0.516,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.556,
"nearby_nodes": 7,
"network_redundancy_score": 0.808,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 77.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 5.4,
"rent_growth_90d_pct": 6.44,
"tenant_expansion_probability": 0.7... | {
"annualized_noi_impact_usd": 116820,
"annualized_revenue_impact_usd": 192479,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 650781,
"expansion_capture_probability_post_event": 0.651,
"lease_rate_change_pct": 4.49,
"occupancy_shift": 0.033,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.68
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.26
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.118,
"capital_availability": 0.516,
"demand_pressure": 0.87,
"entitlement_friction": 0.556,
"labor_shortage": 0.652,
"portfolio_tightness": 0.548,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102261",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:14:00Z",
"trace_id": "b5e32ce3-8d3d-4874-9ad9-ae38076235f7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.014,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.293,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.37,
"battery_mwh": 4.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-C2AAB14BD0",
"grid_service_limit_mw": 10.83,
"gross_sqft": 542903,
"infill_site": true,
"lease_expiry_months": 64,
"occup... | {
"capital_availability": 0.662,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.595,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.545,
"nearby_nodes": 3,
"network_redundancy_score": 0.648,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 94... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 79.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
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"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.136
} | {
"annualized_noi_impact_usd": -172467,
"annualized_revenue_impact_usd": -235284,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 738362,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.52,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.16
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.85
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.549,
"capital_availability": 0.662,
"demand_pressure": 0.264,
"entitlement_friction": 0.545,
"labor_shortage": 0.799,
"portfolio_tightness": 0.699,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-102262",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:16:00Z",
"trace_id": "803ea00a-30a0-43bd-b731-eb4f78621bba"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.036,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.307,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.74,
"battery_mwh": 9.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-FA1BD04422",
"grid_service_limit_mw": 25.08,
"gross_sqft": 1011029,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.651,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.671,
"nearby_nodes": 6,
"network_redundancy_score": 0.861,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 179043... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -354942,
"annualized_revenue_impact_usd": -456917,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 697000,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.06,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.09
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.434,
"capital_availability": 0.651,
"demand_pressure": 0.355,
"entitlement_friction": 0.671,
"labor_shortage": 0.844,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-102263",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:25:00Z",
"trace_id": "d88cdad2-082c-41f1-9422-582713c90658"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.045,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.387,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.28,
"battery_mwh": 8.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-CDF8D328EF",
"grid_service_limit_mw": 15.13,
"gross_sqft": 847104,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.221,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.553,
"nearby_nodes": 8,
"network_redundancy_score": 0.367,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.218
} | {
"annualized_noi_impact_usd": -111743,
"annualized_revenue_impact_usd": -149837,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 540557,
"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -0.38,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.39
},
{
"action": "delay_spec_development",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.221,
"demand_pressure": 0.535,
"entitlement_friction": 0.553,
"labor_shortage": 0.703,
"portfolio_tightness": 0.511,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-102264",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:19:00Z",
"trace_id": "75d960d6-3865-4d59-a288-f75ce1f1663b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.398,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.32,
"battery_mwh": 8.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-32D6AA062D",
"grid_service_limit_mw": 16.31,
"gross_sqft": 291688,
"infill_site": true,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.79,
"nearby_nodes": 3,
"network_redundancy_score": 0.857,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 98766,
... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 85.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": -0.09,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 19710,
"annualized_revenue_impact_usd": 26822,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 595358,
"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": -0.46,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.25
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.93
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.393,
"capital_availability": 0.513,
"demand_pressure": 0.679,
"entitlement_friction": 0.79,
"labor_shortage": 0.847,
"portfolio_tightness": 0.397,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-102265",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:55:00Z",
"trace_id": "cfe09404-8111-4224-b5fb-7c96de7e8f19"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.419,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.21,
"battery_mwh": 7.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-D8855D0113",
"grid_service_limit_mw": 12.52,
"gross_sqft": 421137,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.505,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.445,
"nearby_nodes": 4,
"network_redundancy_score": 0.737,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 87,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability": 0.663
} | {
"annualized_noi_impact_usd": 28666,
"annualized_revenue_impact_usd": 43449,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 556501,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 2.78,
"occupancy_shift": 0.025,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.441,
"demand_pressure": 0.726,
"entitlement_friction": 0.445,
"labor_shortage": 0.859,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-102266",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:26:00Z",
"trace_id": "bab91c62-638f-400b-a261-90dc75045e22"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.289,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.176,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.35,
"battery_mwh": 3.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-7ACD180E88",
"grid_service_limit_mw": 15.23,
"gross_sqft": 1442474,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.417,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.206,
"nearby_nodes": 8,
"network_redundancy_score": 0.696,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 86641,
... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 84.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.33,
"tenant_expansion_probability": 0.506
} | {
"annualized_noi_impact_usd": 10044,
"annualized_revenue_impact_usd": 13104,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 541590,
"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": 0.64,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.52
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.325,
"capital_availability": 0.417,
"demand_pressure": 0.613,
"entitlement_friction": 0.206,
"labor_shortage": 0.618,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-102267",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:27:00Z",
"trace_id": "7140a3e5-1b47-48aa-a7e9-a7bb5309b095"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.044,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.401,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.51,
"battery_mwh": 5.75,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-F4FD340923",
"grid_service_limit_mw": 26.57,
"gross_sqft": 1045316,
"infill_site": true,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.429,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.082,
"nearby_nodes": 6,
"network_redundancy_score": 0.636,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.5,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 31.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.627,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.4,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": 10860,
"annualized_revenue_impact_usd": 16129,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 382948,
"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.65
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.11
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.623,
"capital_availability": 0.429,
"demand_pressure": 0.502,
"entitlement_friction": 0.082,
"labor_shortage": 0.524,
"portfolio_tightness": 0.523,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-102268",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:54:00Z",
"trace_id": "d5c9a193-2b83-4e17-a819-502c3c0adf13"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.217,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.169,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.72,
"battery_mwh": 10.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-5CBDF1FD10",
"grid_service_limit_mw": 10.38,
"gross_sqft": 617415,
"infill_site": true,
"lease_expiry_months": 37,
"occ... | {
"capital_availability": 0.857,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.469,
"nearby_nodes": 4,
"network_redundancy_score": 0.645,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 77... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 84,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.683,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 3.46,
"rent_growth_90d_pct": 5.54,
"tenant_expansion_probability": 0.515
} | {
"annualized_noi_impact_usd": 205794,
"annualized_revenue_impact_usd": 276588,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 462824,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 2.97,
"occupancy_shift": 0.024,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.1
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.553,
"capital_availability": 0.857,
"demand_pressure": 0.53,
"entitlement_friction": 0.469,
"labor_shortage": 0.6,
"portfolio_tightness": 0.581,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-102269",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "5506874b-4267-4748-86db-6d0691c86dfc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.331,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.434,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.44,
"battery_mwh": 2.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 145,
"facility_id": "FAC-5DBBC17F9E",
"grid_service_limit_mw": 9.19,
"gross_sqft": 1454066,
"infill_site": true,
"lease_expiry_months": 22,
"occup... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.602,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.458,
"nearby_nodes": 8,
"network_redundancy_score": 0.641,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 94... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 87.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 5.72,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 57929,
"annualized_revenue_impact_usd": 77460,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 741709,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": 3.02,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.88
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.55
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.647,
"demand_pressure": 0.664,
"entitlement_friction": 0.458,
"labor_shortage": 0.934,
"portfolio_tightness": 0.73,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-102270",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:56:00Z",
"trace_id": "101b4e65-950b-4642-b1da-f4498d7e1060"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.031,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.219,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.75,
"battery_mwh": 11.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-52F68D232B",
"grid_service_limit_mw": 18.61,
"gross_sqft": 1077263,
"infill_site": false,
"lease_expiry_months": 13,
"... | {
"capital_availability": 0.567,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.411,
"nearby_nodes": 3,
"network_redundancy_score": 0.328,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 60630,... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": -0.51,
"rent_growth_90d_pct": -0.64,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -204834,
"annualized_revenue_impact_usd": -309349,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 30,
"estimated_capex_usd": 555954,
"expansion_capture_probability_post_event": 0.028,
"lease_rate_change_pct": -3.64,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.94
},
{
"action": "activate_temp_labor",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.86,
"capital_availability": 0.567,
"demand_pressure": 0.42,
"entitlement_friction": 0.411,
"labor_shortage": 0.824,
"portfolio_tightness": 0.386,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-102271",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:41:00Z",
"trace_id": "494aaf86-506d-48e3-ad72-79e07b541c06"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.253,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.039,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.74,
"battery_mwh": 1.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-8D6FD3226E",
"grid_service_limit_mw": 11.92,
"gross_sqft": 1160696,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.083,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.318,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.857,
"nearby_nodes": 2,
"network_redundancy_score": 0.874,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 88... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 90.2,
"event_name": "TRAILER_DWELL_UPSHIFT",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 71.9,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 3.72,
"rent_growth_90d_pct": 5.82,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 555986,
"annualized_revenue_impact_usd": 728180,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 418610,
"expansion_capture_probability_post_event": 0.434,
"lease_rate_change_pct": 3.33,
"occupancy_shift": 0.032,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.6
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.31
},
{
"action": "rebalance_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.799,
"capital_availability": 0.083,
"demand_pressure": 0.824,
"entitlement_friction": 0.857,
"labor_shortage": 0.727,
"portfolio_tightness": 0.719,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-102272",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:37:00Z",
"trace_id": "3ae36ae0-f199-4e21-87e2-a7bfa9e1db8e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.27,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.148,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.21,
"battery_mwh": 5.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-434A3B9D3C",
"grid_service_limit_mw": 14.9,
"gross_sqft": 1119620,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.045,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.453,
"nearby_nodes": 7,
"network_redundancy_score": 0.859,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 250... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 86.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0.449
} | {
"annualized_noi_impact_usd": 9546,
"annualized_revenue_impact_usd": 16073,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 539675,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 1,
"occupancy_shift": 0.014,
"service_penalty_risk_usd": 1... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.29
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.408,
"capital_availability": 0.045,
"demand_pressure": 0.718,
"entitlement_friction": 0.453,
"labor_shortage": 0.828,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-102273",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:22:00Z",
"trace_id": "0ada3b58-4930-4e67-9f4e-51c78decd707"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.272,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.374,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.34,
"battery_mwh": 4.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-13A30FCECC",
"grid_service_limit_mw": 10.93,
"gross_sqft": 1222701,
"infill_site": false,
"lease_expiry_months": 25,
"o... | {
"capital_availability": 0.054,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.359,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.193,
"nearby_nodes": 7,
"network_redundancy_score": 0.699,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 83.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": -32968,
"annualized_revenue_impact_usd": -51953,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 496237,
"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": 0.18,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.59
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.748,
"capital_availability": 0.054,
"demand_pressure": 0.561,
"entitlement_friction": 0.193,
"labor_shortage": 0.637,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-102274",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:11:00Z",
"trace_id": "294e381b-6ab1-4e9d-89bd-39161affcdbd"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.395,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.064,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.19,
"battery_mwh": 10.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-24F8BA9697",
"grid_service_limit_mw": 24.13,
"gross_sqft": 1080600,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.672,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.449,
"nearby_nodes": 5,
"network_redundancy_score": 0.725,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 28154,
... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 86.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 78.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.08,
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 4.72,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 182536,
"annualized_revenue_impact_usd": 287633,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 713661,
"expansion_capture_probability_post_event": 0.586,
"lease_rate_change_pct": 3.26,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.75
},
{
"action": "deplo... | {
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"demand_pressure": 0.692,
"entitlement_friction": 0.449,
"labor_shortage": 0.67,
"portfolio_tightness": 0.433,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-102275",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:58:00Z",
"trace_id": "da461f0c-c716-485e-81b4-df19ded823c8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.422,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.38,
"battery_mwh": 3.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-10E2DC94AF",
"grid_service_limit_mw": 16.12,
"gross_sqft": 601634,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.656,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.722,
"nearby_nodes": 3,
"network_redundancy_score": 0.473,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.32,
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.898,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -3603,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": 0.98,
"occupancy_shift": -0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.76
},
{
"action": "offer_preemptiv... | {
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"friction_profile": {
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"capital_availability": 0.499,
"demand_pressure": 0.629,
"entitlement_friction": 0.722,
"labor_shortage": 1,
"portfolio_tightness": 0.646,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102276",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:18:00Z",
"trace_id": "58c64e24-a7fa-4946-92bf-8fe10aabb8d5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.354,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 4.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-E0F63C927F",
"grid_service_limit_mw": 19.09,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.157,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.496,
"nearby_nodes": 4,
"network_redundancy_score": 0.603,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 90.2,
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"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 4.78,
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} | {
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"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 2.41,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
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{
"action": "secure_pop_up_capacity",
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"score": 33.05
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.157,
"demand_pressure": 0.862,
"entitlement_friction": 0.496,
"labor_shortage": 0.693,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-102277",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:01:00Z",
"trace_id": "6258e30c-7486-44fd-8d39-30a8cf91e464"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.461,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 2.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-1230D4B352",
"grid_service_limit_mw": 16.74,
"gross_sqft": 238116,
"infill_site": true,
"lease_expiry_months": 24,
"... | {
"capital_availability": 0.515,
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"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.411,
"nearby_nodes": 8,
"network_redundancy_score": 0.373,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 84.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 4.51,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 25823,
"annualized_revenue_impact_usd": 38576,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 2.38,
"occupancy_shift": 0.005,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 56.45
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.86
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.429,
"capital_availability": 0.515,
"demand_pressure": 0.546,
"entitlement_friction": 0.411,
"labor_shortage": 0.562,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-102278",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:07:00Z",
"trace_id": "25e2dab6-82fe-4eae-a6a2-a926efe9fe9e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.159,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.31,
"battery_mwh": 9.7,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-C7904F9E81",
"grid_service_limit_mw": 14.95,
"gross_sqft": 660241,
"infill_site": true,
"lease_expiry_months": 19,
"occup... | {
"capital_availability": 0.62,
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"entitlement_friction": 0.257,
"nearby_nodes": 8,
"network_redundancy_score": 0.402,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 83.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.5,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 90,
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"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.469
... | {
"annualized_noi_impact_usd": 51917,
"annualized_revenue_impact_usd": 78598,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 1.22,
"occupancy_shift": 0.027,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.01
},
{
"action": "lock_power_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.674,
"capital_availability": 0.62,
"demand_pressure": 0.532,
"entitlement_friction": 0.257,
"labor_shortage": 0.622,
"portfolio_tightness": 0.533,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102279",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:55:00Z",
"trace_id": "0e7723d4-d196-4239-9ca5-636a6e52f11c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.434,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.066,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.33,
"battery_mwh": 1.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-8C8C083C4B",
"grid_service_limit_mw": 19.96,
"gross_sqft": 1072878,
"infill_site": false,
"lease_expiry_months": 30,... | {
"capital_availability": 0.112,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.58,
"nearby_nodes": 2,
"network_redundancy_score": 0.553,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 94.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 92,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.71,
"rent_growth_90d_pct": 5.01,
"tenant_expansion_probability": 0.705
} | {
"annualized_noi_impact_usd": 126567,
"annualized_revenue_impact_usd": 207409,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 389178,
"expansion_capture_probability_post_event": 0.631,
"lease_rate_change_pct": 4.46,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.28
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.681,
"capital_availability": 0.112,
"demand_pressure": 0.953,
"entitlement_friction": 0.58,
"labor_shortage": 0.671,
"portfolio_tightness": 0.574,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.729,
"id": "FORGE-102280",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:48:00Z",
"trace_id": "9d0b11a3-98ab-49d7-bd48-249c956d1e16"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.006,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.401,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.56,
"battery_mwh": 1.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-7C171DBC20",
"grid_service_limit_mw": 22.8,
"gross_sqft": 708194,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.308,
"nearby_nodes": 7,
"network_redundancy_score": 0.784,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 74.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 79.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 35.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.61,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": -25591,
"annualized_revenue_impact_usd": -36836,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 289663,
"expansion_capture_probability_post_event": 0.289,
"lease_rate_change_pct": -1.08,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.01
},
{
"action": "hold_service_levels_flat",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.57,
"capital_availability": 0.509,
"demand_pressure": 0.287,
"entitlement_friction": 0.308,
"labor_shortage": 0.743,
"portfolio_tightness": 0.523,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-102281",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:05:00Z",
"trace_id": "3aec8bb2-3a56-434a-a840-0c34c2d184b3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.048,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.66,
"battery_mwh": 7.79,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-54E5280474",
"grid_service_limit_mw": 22.49,
"gross_sqft": 1200017,
"infill_site": false,
"lease_expiry_months": 54,... | {
"capital_availability": 0.35,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.288,
"nearby_nodes": 2,
"network_redundancy_score": 0.645,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.261
} | {
"annualized_noi_impact_usd": -145894,
"annualized_revenue_impact_usd": -232499,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 493375,
"expansion_capture_probability_post_event": 0.19,
"lease_rate_change_pct": -1,
"occupancy_shift": -0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.41
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.362,
"capital_availability": 0.35,
"demand_pressure": 0.407,
"entitlement_friction": 0.288,
"labor_shortage": 0.69,
"portfolio_tightness": 0.518,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-102282",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:17:00Z",
"trace_id": "5baf4ab7-8d92-407b-a9ff-9b87f316d627"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.35,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.293,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.53,
"battery_mwh": 5.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-873B8FB027",
"grid_service_limit_mw": 14.03,
"gross_sqft": 495071,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.554,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.648,
"nearby_nodes": 4,
"network_redundancy_score": 0.338,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 2379,
"annualized_revenue_impact_usd": 3446,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 551371,
"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": -0.5,
"occupancy_shift": -0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.32
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.365,
"capital_availability": 0.563,
"demand_pressure": 0.582,
"entitlement_friction": 0.648,
"labor_shortage": 0.802,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-102283",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "9a15b129-7390-4af9-a23d-8892a37c8cf8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.03,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.201,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.24,
"battery_mwh": 3.91,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-AE7BF04EB8",
"grid_service_limit_mw": 27.21,
"gross_sqft": 665262,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.34,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.105,
"nearby_nodes": 3,
"network_redundancy_score": 0.564,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27.6,
"dock_utilization_pct": 80.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.638,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 91.2,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.308
} | {
"annualized_noi_impact_usd": -7170,
"annualized_revenue_impact_usd": -10116,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 21.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 21.37
},
{
"action": "escalate_utility_interconnect",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.485,
"capital_availability": 0.34,
"demand_pressure": 0.362,
"entitlement_friction": 0.105,
"labor_shortage": 0.561,
"portfolio_tightness": 0.518,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-102284",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:09:00Z",
"trace_id": "1df921dd-7394-4073-8d3e-222120d4d0d1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.254,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.135,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.42,
"battery_mwh": 1.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-E7CB54AA9E",
"grid_service_limit_mw": 14.68,
"gross_sqft": 819485,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.186,
"nearby_nodes": 2,
"network_redundancy_score": 0.795,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 545803,... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 7461,
"annualized_revenue_impact_usd": 10796,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 570524,
"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": 1.39,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.92
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.389,
"capital_availability": 0.377,
"demand_pressure": 0.399,
"entitlement_friction": 0.186,
"labor_shortage": 0.778,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-102285",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:35:00Z",
"trace_id": "b687bd53-585a-425f-ad44-6f14604fa84c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.311,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.079,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.78,
"battery_mwh": 5.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-0BB10CAC95",
"grid_service_limit_mw": 24.24,
"gross_sqft": 585251,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.324,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.532,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.233,
"nearby_nodes": 8,
"network_redundancy_score": 0.578,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 137694... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 90.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 3.8,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.567
} | {
"annualized_noi_impact_usd": 96630,
"annualized_revenue_impact_usd": 139112,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 408425,
"expansion_capture_probability_post_event": 0.506,
"lease_rate_change_pct": 2.55,
"occupancy_shift": 0.032,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.06
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.316,
"capital_availability": 0.324,
"demand_pressure": 0.902,
"entitlement_friction": 0.233,
"labor_shortage": 0.564,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-102286",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:58:00Z",
"trace_id": "5a81e520-0a5d-4055-bf3c-2773c681154e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.17,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.72,
"battery_mwh": 4.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-79449B40CA",
"grid_service_limit_mw": 27.77,
"gross_sqft": 899841,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.658,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.614,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.449,
"nearby_nodes": 4,
"network_redundancy_score": 0.587,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -25259,
"annualized_revenue_impact_usd": -37752,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 564461,
"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": 0.78,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.88
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.658,
"demand_pressure": 0.469,
"entitlement_friction": 0.449,
"labor_shortage": 0.749,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-102287",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:39:00Z",
"trace_id": "777e5cf8-7843-4a0a-a5c9-1813e8f7fd60"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.101,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.132,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.82,
"battery_mwh": 4.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-B9E136B901",
"grid_service_limit_mw": 13.14,
"gross_sqft": 671989,
"infill_site": false,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.482,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.342,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.371,
"nearby_nodes": 2,
"network_redundancy_score": 0.778,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -50638,
"annualized_revenue_impact_usd": -72048,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 528188,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -1.36,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.21
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.482,
"demand_pressure": 0.629,
"entitlement_friction": 0.371,
"labor_shortage": 0.602,
"portfolio_tightness": 0.581,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-102288",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:41:00Z",
"trace_id": "91766bfe-5387-4f82-ae10-f4b2d1f7f41a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.003,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.22,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.19,
"battery_mwh": 12.1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 41,
"facility_id": "FAC-AA82B672D4",
"grid_service_limit_mw": 8.22,
"gross_sqft": 416615,
"infill_site": false,
"lease_expiry_months": 16,
"... | {
"capital_availability": 0.368,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.793,
"nearby_nodes": 8,
"network_redundancy_score": 0.496,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 55... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 81.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 79.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.91,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.4,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 3.65,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability": 0.274
} | {
"annualized_noi_impact_usd": -70986,
"annualized_revenue_impact_usd": -100679,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 641934,
"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": -1.31,
"occupancy_shift": 0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.2
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.22
},
{
"action": "rebalance_carrier_mix",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.241,
"capital_availability": 0.368,
"demand_pressure": 0.347,
"entitlement_friction": 0.793,
"labor_shortage": 0.88,
"portfolio_tightness": 0.713,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-102289",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:42:00Z",
"trace_id": "9084a5f0-3b3f-42dc-9d74-119c2078e4cc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.206,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.107,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.19,
"battery_mwh": 2.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-158693CC3F",
"grid_service_limit_mw": 22.17,
"gross_sqft": 666443,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.338,
"nearby_nodes": 6,
"network_redundancy_score": 0.455,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 83,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.3,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.42... | {
"annualized_noi_impact_usd": 4352,
"annualized_revenue_impact_usd": 5768,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 511265,
"expansion_capture_probability_post_event": 0.33,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.009,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.31
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.459,
"capital_availability": 0.513,
"demand_pressure": 0.488,
"entitlement_friction": 0.338,
"labor_shortage": 0.946,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-102290",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:01:00Z",
"trace_id": "38ef4ed3-d02e-4a96-b62a-24fa641d22da"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.263,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.53,
"battery_mwh": 8.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-D1DBEBD2B0",
"grid_service_limit_mw": 14.15,
"gross_sqft": 439346,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.3,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.619,
"nearby_nodes": 2,
"network_redundancy_score": 0.707,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 78,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.523
} | {
"annualized_noi_impact_usd": 12466,
"annualized_revenue_impact_usd": 21190,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 551780,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.53
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.268,
"capital_availability": 0.3,
"demand_pressure": 0.556,
"entitlement_friction": 0.619,
"labor_shortage": 0.983,
"portfolio_tightness": 0.582,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-102291",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:13:00Z",
"trace_id": "5e6f8471-2af8-45f3-a681-7a9dd42e51a0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.138,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.296,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.36,
"battery_mwh": 8.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-7138D3266A",
"grid_service_limit_mw": 12.06,
"gross_sqft": 1123966,
"infill_site": true,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.88,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.081,
"nearby_nodes": 3,
"network_redundancy_score": 0.43,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2192... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability": 0.346... | {
"annualized_noi_impact_usd": -57481,
"annualized_revenue_impact_usd": -77132,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 519107,
"expansion_capture_probability_post_event": 0.298,
"lease_rate_change_pct": -0.92,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.76
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.58
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.88,
"demand_pressure": 0.484,
"entitlement_friction": 0.081,
"labor_shortage": 0.628,
"portfolio_tightness": 0.333,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102292",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:04:00Z",
"trace_id": "cd0691fb-1674-460f-a873-8b646859ef4a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.373,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.203,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.54,
"battery_mwh": 9.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-0B7C83A37D",
"grid_service_limit_mw": 15.72,
"gross_sqft": 441014,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.084,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.668,
"nearby_nodes": 6,
"network_redundancy_score": 0.648,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 181370... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.534
} | {
"annualized_noi_impact_usd": 8873,
"annualized_revenue_impact_usd": 12111,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 677432,
"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 0.49,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.35
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.48
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.344,
"capital_availability": 0.084,
"demand_pressure": 0.591,
"entitlement_friction": 0.668,
"labor_shortage": 0.705,
"portfolio_tightness": 0.376,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-102293",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:31:00Z",
"trace_id": "a19dc42d-44bc-40b2-8882-06a88f44cc23"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.063,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.114,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.49,
"battery_mwh": 1.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-FB5022B7F6",
"grid_service_limit_mw": 9.83,
"gross_sqft": 601559,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.321,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.776,
"nearby_nodes": 8,
"network_redundancy_score": 0.801,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 3.72,
"tenant_expansion_probability": 0.27
} | {
"annualized_noi_impact_usd": -72477,
"annualized_revenue_impact_usd": -93391,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 549143,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -0.49,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.45
},
{
"action": "delay_spec_development",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.591,
"capital_availability": 0.321,
"demand_pressure": 0.456,
"entitlement_friction": 0.776,
"labor_shortage": 1,
"portfolio_tightness": 0.644,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-102294",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:59:00Z",
"trace_id": "c0aad6da-0be2-41fc-9c3d-f84473158601"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.271,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.449,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.63,
"battery_mwh": 9.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 116,
"facility_id": "FAC-6AE491B486",
"grid_service_limit_mw": 12.99,
"gross_sqft": 1165914,
"infill_site": false,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.008,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.707,
"nearby_nodes": 2,
"network_redundancy_score": 0.578,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 96.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.877,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 3.63,
"tenant_expansion_probability": 0.403... | {
"annualized_noi_impact_usd": -48557,
"annualized_revenue_impact_usd": -69567,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 759985,
"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": 0.63,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 36.14
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.98
},
{
"action": "rebalanc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.884,
"capital_availability": 0.008,
"demand_pressure": 0.814,
"entitlement_friction": 0.707,
"labor_shortage": 0.893,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-102295",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:13:00Z",
"trace_id": "3f182b89-4db4-42a0-b2a1-d87d6bb4b5ee"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.271,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.338,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.81,
"battery_mwh": 3.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-8FF501F44F",
"grid_service_limit_mw": 16.24,
"gross_sqft": 869589,
"infill_site": true,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.278,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.796,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.368,
"nearby_nodes": 4,
"network_redundancy_score": 0.778,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 494290... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 86.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.49
} | {
"annualized_noi_impact_usd": 14557,
"annualized_revenue_impact_usd": 22986,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 472980,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.28
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.278,
"demand_pressure": 0.686,
"entitlement_friction": 0.368,
"labor_shortage": 0.788,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-102296",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:03:00Z",
"trace_id": "5ab2ac9a-845a-489e-98f4-79ebf4f438f3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.375,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.116,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.55,
"battery_mwh": 8.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-EA588E06A0",
"grid_service_limit_mw": 27.2,
"gross_sqft": 1254173,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.117,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.499,
"nearby_nodes": 7,
"network_redundancy_score": 0.359,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 87.4,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.1,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 174775,
"annualized_revenue_impact_usd": 273748,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 443468,
"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 3.01,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.94
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.656,
"capital_availability": 0.117,
"demand_pressure": 0.717,
"entitlement_friction": 0.499,
"labor_shortage": 0.848,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-102297",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "7a3b3dda-1079-4332-89f2-605a0cacd63c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.124,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.336,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.77,
"battery_mwh": 5.54,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-1FFD45A30A",
"grid_service_limit_mw": 6.81,
"gross_sqft": 1154180,
"infill_site": true,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.444,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.695,
"nearby_nodes": 7,
"network_redundancy_score": 0.87,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 137... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.2,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -176041,
"annualized_revenue_impact_usd": -261436,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 478047,
"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": 0.2,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.83
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.444,
"demand_pressure": 0.408,
"entitlement_friction": 0.695,
"labor_shortage": 0.955,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-102298",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:52:00Z",
"trace_id": "24511c62-3c70-45b4-91ca-50f28693394a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.227,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.312,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.77,
"battery_mwh": 3.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-84D7E45C60",
"grid_service_limit_mw": 19.15,
"gross_sqft": 1050379,
"infill_site": false,
"lease_expiry_months": 26,
"oc... | {
"capital_availability": 0.793,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.321,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.311,
"nearby_nodes": 3,
"network_redundancy_score": 0.466,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.655,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": 72102,
"annualized_revenue_impact_usd": 111530,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 355835,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.6
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.31
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.647,
"capital_availability": 0.793,
"demand_pressure": 0.551,
"entitlement_friction": 0.311,
"labor_shortage": 0.418,
"portfolio_tightness": 0.388,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-102299",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:26:00Z",
"trace_id": "3c656020-87b5-4315-acd4-093e08be2538"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.151,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.72,
"battery_mwh": 5.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-579236838E",
"grid_service_limit_mw": 14.36,
"gross_sqft": 935209,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.131,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.506,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.885,
"nearby_nodes": 3,
"network_redundancy_score": 0.743,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.1,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.346
} | {
"annualized_noi_impact_usd": -191022,
"annualized_revenue_impact_usd": -254751,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 524056,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.33
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 38.53
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.82,
"capital_availability": 0.131,
"demand_pressure": 0.533,
"entitlement_friction": 0.885,
"labor_shortage": 0.955,
"portfolio_tightness": 0.58,
"p... |
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