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Demo Scenarios for ARF 3.3.9 OSS vs Enterprise
Pre-built scenarios showing the difference between advisory and mechanical enforcement
"""
DEMO_SCENARIOS = {
"database_drop": {
"name": "High-Risk Database Operation",
"action": "DROP DATABASE production CASCADE",
"description": "Irreversible deletion of production database",
"context": {
"environment": "production",
"criticality": "critical",
"data_loss": "irreversible",
"affected_users": 10000
},
"oss_result": {
"risk_level": "High",
"confidence": 0.95,
"recommendation": "❌ DO NOT EXECUTE - High risk of irreversible data loss",
"policy_violations": 2,
"can_execute": False,
"execution_status": "BLOCKED (Advisory)",
"reason": "Violates high-risk database policy and irreversible action policy"
},
"enterprise_result": {
"license_tier": "professional",
"gates": [
{"name": "license_validation", "required": True, "passed": True, "message": "Professional license valid"},
{"name": "risk_assessment", "required": True, "passed": False, "message": "Risk score 0.95 > 0.80 threshold"},
{"name": "irreversible_action", "required": True, "passed": False, "message": "DROP DATABASE is irreversible"},
{"name": "admin_override", "required": False, "passed": False, "message": "No admin override provided"}
],
"gates_passed": 1,
"total_gates": 4,
"execution_authority": "DENIED",
"enforcement_type": "Mechanical Block",
"audit_trail": True,
"auto_remediation": "Queued for security review",
"value_prop": "Prevents catastrophic error with mechanical enforcement"
},
"visualization": {
"risk_score": 0.95,
"confidence": 0.95,
"severity": "critical"
}
},
"service_deployment": {
"name": "Safe Service Deployment",
"action": "deploy_service v1.2.3 to staging with 25% canary",
"description": "Standard deployment with canary testing",
"context": {
"environment": "staging",
"service": "api-gateway",
"version": "v1.2.3",
"canary_percentage": 25,
"rollback_feasible": True,
"rollback_time": "2 minutes"
},
"oss_result": {
"risk_level": "Low",
"confidence": 0.88,
"recommendation": "✅ Looks safe - Can execute with monitoring",
"policy_violations": 0,
"can_execute": True,
"execution_status": "APPROVED (Advisory)",
"reason": "Meets all safety criteria and has rollback plan"
},
"enterprise_result": {
"license_tier": "professional",
"gates": [
{"name": "license_validation", "required": True, "passed": True, "message": "Professional license valid"},
{"name": "confidence_threshold", "required": True, "passed": True, "message": "Confidence 0.88 ≥ 0.70"},
{"name": "rollback_feasibility", "required": True, "passed": True, "message": "Rollback in 2 minutes"},
{"name": "canary_safe", "required": True, "passed": True, "message": "25% canary within limits"},
{"name": "environment_match", "required": True, "passed": True, "message": "Staging environment"}
],
"gates_passed": 5,
"total_gates": 5,
"execution_authority": "GRANTED",
"enforcement_type": "Autonomous Execution",
"audit_trail": True,
"auto_remediation": "Auto-deploy with monitoring",
"value_prop": "Fully autonomous execution saves 15 minutes per deployment"
},
"visualization": {
"risk_score": 0.12,
"confidence": 0.88,
"severity": "low"
}
},
"config_change": {
"name": "Configuration Change",
"action": "UPDATE config SET timeout=30 WHERE service='payment'",
"description": "Update payment service timeout configuration",
"context": {
"environment": "production",
"service": "payment",
"change_type": "configuration",
"affected_services": ["payment", "checkout"],
"validation_required": True
},
"oss_result": {
"risk_level": "Medium",
"confidence": 0.75,
"recommendation": "⚠️ Review recommended - Medium risk to payment services",
"policy_violations": 1,
"can_execute": False,
"execution_status": "REVIEW REQUIRED",
"reason": "Production payment service changes require additional review"
},
"enterprise_result": {
"license_tier": "starter",
"gates": [
{"name": "license_validation", "required": True, "passed": True, "message": "Starter license valid"},
{"name": "risk_assessment", "required": True, "passed": True, "message": "Risk score 0.25 ≤ 0.80"},
{"name": "payment_service", "required": True, "passed": False, "message": "Payment service requires admin approval"},
{"name": "admin_approval", "required": True, "passed": True, "message": "Admin approval received"},
{"name": "change_window", "required": True, "passed": True, "message": "Within maintenance window"}
],
"gates_passed": 4,
"total_gates": 5,
"execution_authority": "GRANTED",
"enforcement_type": "Human-in-the-Loop Approval",
"audit_trail": True,
"auto_remediation": "Queued for execution after approval",
"value_prop": "Human oversight with mechanical validation ensures safety"
},
"visualization": {
"risk_score": 0.25,
"confidence": 0.75,
"severity": "medium"
}
},
"user_permission_grant": {
"name": "User Permission Grant",
"action": "GRANT admin_role TO user@company.com",
"description": "Grant administrative privileges to user",
"context": {
"environment": "production",
"role": "admin_role",
"user": "user@company.com",
"justification": "New team member",
"approver": "cto@company.com"
},
"oss_result": {
"risk_level": "High",
"confidence": 0.82,
"recommendation": "❌ High risk - Administrative grants require multi-factor approval",
"policy_violations": 2,
"can_execute": False,
"execution_status": "BLOCKED (Advisory)",
"reason": "Admin role grants require additional security review"
},
"enterprise_result": {
"license_tier": "enterprise",
"gates": [
{"name": "license_validation", "required": True, "passed": True, "message": "Enterprise license valid"},
{"name": "security_review", "required": True, "passed": True, "message": "Security team review completed"},
{"name": "multi_factor_auth", "required": True, "passed": True, "message": "MFA verification passed"},
{"name": "compliance_check", "required": True, "passed": True, "message": "SOX compliance validated"},
{"name": "approval_chain", "required": True, "passed": True, "message": "CTO and Security Lead approved"}
],
"gates_passed": 5,
"total_gates": 5,
"execution_authority": "GRANTED",
"enforcement_type": "Compliance-Enforced Execution",
"audit_trail": True,
"auto_remediation": "Auto-provision with compliance logging",
"value_prop": "Automates complex compliance requirements with full audit trail"
},
"visualization": {
"risk_score": 0.68,
"confidence": 0.82,
"severity": "high"
}
},
"sensitive_data_access": {
"name": "Sensitive Data Access",
"action": "SELECT * FROM pci_data WHERE card_number LIKE '4111%'",
"description": "Access to PCI-sensitive payment card data",
"context": {
"environment": "production",
"data_classification": "pci",
"user_role": "analyst",
"purpose": "fraud investigation",
"masking_required": True
},
"oss_result": {
"risk_level": "Critical",
"confidence": 0.99,
"recommendation": "🚨 CRITICAL RISK - PCI data access requires special authorization",
"policy_violations": 3,
"can_execute": False,
"execution_status": "BLOCKED (Advisory)",
"reason": "PCI data access requires Data Protection Officer approval"
},
"enterprise_result": {
"license_tier": "enterprise",
"gates": [
{"name": "license_validation", "required": True, "passed": True, "message": "Enterprise license valid"},
{"name": "pci_compliance", "required": True, "passed": True, "message": "PCI DSS 4.0 compliant"},
{"name": "data_masking", "required": True, "passed": True, "message": "Auto-masking enabled"},
{"name": "dpo_approval", "required": True, "passed": True, "message": "Data Protection Officer approved"},
{"name": "audit_logging", "required": True, "passed": True, "message": "Full query logging enabled"},
{"name": "access_time_limit", "required": True, "passed": True, "message": "4-hour access window"}
],
"gates_passed": 6,
"total_gates": 6,
"execution_authority": "GRANTED (WITH SAFEGUARDS)",
"enforcement_type": "Compliance-Enforced with Safeguards",
"audit_trail": True,
"auto_remediation": "Auto-masking + time-limited access",
"value_prop": "Enables necessary work while automatically enforcing compliance"
},
"visualization": {
"risk_score": 0.99,
"confidence": 0.99,
"severity": "critical"
}
},
"auto_scaling_adjustment": {
"name": "Auto-Scaling Adjustment",
"action": "scale deployment frontend from 10 to 50 pods",
"description": "Increase frontend service capacity",
"context": {
"environment": "production",
"service": "frontend",
"current_pods": 10,
"target_pods": 50,
"reason": "Black Friday traffic spike",
"budget_impact": "$1200/day"
},
"oss_result": {
"risk_level": "Low",
"confidence": 0.92,
"recommendation": "✅ Safe - Standard scaling operation",
"policy_violations": 0,
"can_execute": True,
"execution_status": "APPROVED (Advisory)",
"reason": "Within normal operational parameters"
},
"enterprise_result": {
"license_tier": "professional",
"gates": [
{"name": "license_validation", "required": True, "passed": True, "message": "Professional license valid"},
{"name": "budget_check", "required": True, "passed": True, "message": "Within monthly budget"},
{"name": "capacity_planning", "required": True, "passed": True, "message": "Matches capacity plan"},
{"name": "auto_scale", "required": True, "passed": True, "message": "Auto-scaling group configured"},
{"name": "monitoring", "required": True, "passed": True, "message": "CloudWatch alarms active"}
],
"gates_passed": 5,
"total_gates": 5,
"execution_authority": "GRANTED",
"enforcement_type": "Autonomous Execution",
"audit_trail": True,
"auto_remediation": "Auto-scale with cost optimization",
"value_prop": "Fully autonomous scaling with cost controls"
},
"visualization": {
"risk_score": 0.08,
"confidence": 0.92,
"severity": "low"
}
},
"emergency_rollback": {
"name": "Emergency Rollback",
"action": "rollback_service payment to v1.1.0 immediately",
"description": "Emergency rollback due to critical bug",
"context": {
"environment": "production",
"service": "payment",
"from_version": "v1.2.0",
"to_version": "v1.1.0",
"severity": "critical",
"incident_id": "INC-2024-789",
"approved_by": "oncall_engineer"
},
"oss_result": {
"risk_level": "Medium",
"confidence": 0.78,
"recommendation": "⚠️ Proceed with caution - Rollback may affect transactions",
"policy_violations": 0,
"can_execute": True,
"execution_status": "APPROVED (Advisory)",
"reason": "Emergency override for critical incident"
},
"enterprise_result": {
"license_tier": "enterprise",
"gates": [
{"name": "license_validation", "required": True, "passed": True, "message": "Enterprise license valid"},
{"name": "emergency_override", "required": True, "passed": True, "message": "Emergency mode activated"},
{"name": "incident_linked", "required": True, "passed": True, "message": "Linked to INC-2024-789"},
{"name": "rollback_safe", "required": True, "passed": True, "message": "Rollback path verified"},
{"name": "communication_sent", "required": True, "passed": True, "message": "Stakeholders notified"},
{"name": "post_mortem_required", "required": True, "passed": True, "message": "Post-mortem queued"}
],
"gates_passed": 6,
"total_gates": 6,
"execution_authority": "GRANTED",
"enforcement_type": "Emergency Protocol Execution",
"audit_trail": True,
"auto_remediation": "Auto-rollback with incident linking",
"value_prop": "Structured emergency response with full audit and post-mortem automation"
},
"visualization": {
"risk_score": 0.22,
"confidence": 0.78,
"severity": "medium"
}
}
}
# Gate definitions for visualization
GATE_DEFINITIONS = {
"license_validation": {
"description": "Validate enterprise license is active and appropriate tier",
"weight": 0.3,
"required": True,
"enterprise_only": True
},
"confidence_threshold": {
"description": "Confidence score must meet minimum threshold",
"weight": 0.25,
"required": True,
"threshold": 0.7
},
"risk_assessment": {
"description": "Risk score must be below maximum threshold",
"weight": 0.25,
"required": True,
"threshold": 0.8
},
"rollback_feasibility": {
"description": "Rollback plan must exist and be feasible",
"weight": 0.1,
"required": False,
"enterprise_only": False
},
"admin_approval": {
"description": "Human approval required for certain actions",
"weight": 0.1,
"required": False,
"enterprise_only": True,
"tiers": ["starter"]
},
"compliance_check": {
"description": "Compliance with regulations (GDPR, PCI, SOX, etc.)",
"weight": 0.1,
"required": False,
"enterprise_only": True,
"tiers": ["enterprise"]
},
"budget_check": {
"description": "Check against budget limits and forecasts",
"weight": 0.05,
"required": False,
"enterprise_only": True
}
}
# License tier comparisons
LICENSE_TIERS = {
"trial": {
"name": "Trial",
"price": 0,
"enforcement": "advisory",
"max_agents": 3,
"gates_available": ["confidence_threshold", "risk_assessment"],
"limitations": ["No mechanical enforcement", "14-day limit", "Community support"],
"best_for": "Evaluation and testing"
},
"starter": {
"name": "Starter",
"price": 2000,
"enforcement": "human_approval",
"max_agents": 10,
"gates_available": ["license_validation", "confidence_threshold", "risk_assessment", "admin_approval"],
"features": ["Human-in-the-loop gates", "Basic audit trail", "Email support"],
"best_for": "Small teams with human oversight"
},
"professional": {
"name": "Professional",
"price": 5000,
"enforcement": "autonomous",
"max_agents": 50,
"gates_available": ["license_validation", "confidence_threshold", "risk_assessment", "rollback_feasibility", "budget_check"],
"features": ["Autonomous execution", "Advanced audit", "Priority support", "SLA 99.5%"],
"best_for": "Mid-size companies wanting automation"
},
"enterprise": {
"name": "Enterprise",
"price": 15000,
"enforcement": "full_mechanical",
"max_agents": 1000,
"gates_available": ["license_validation", "confidence_threshold", "risk_assessment", "rollback_feasibility", "compliance_check", "budget_check", "custom_gates"],
"features": ["Full mechanical enforcement", "Compliance automation", "Custom gates", "24/7 support", "SLA 99.9%", "Differential privacy audit"],
"best_for": "Large enterprises with compliance needs"
}
}
# Value proposition data
VALUE_PROPOSITIONS = {
"risk_reduction": {
"oss": "Manual risk assessment",
"starter": "Human-validated decisions",
"professional": "Automated risk gates",
"enterprise": "Mechanical enforcement",
"improvement": "92% reduction in operational risk"
},
"decision_speed": {
"oss": "Minutes to hours",
"starter": "Minutes with human",
"professional": "Seconds (autonomous)",
"enterprise": "Milliseconds (mechanical)",
"improvement": "100x faster decisions"
},
"false_positives": {
"oss": "High (conservative)",
"starter": "Medium (human calibrated)",
"professional": "Low (ML-optimized)",
"enterprise": "Minimal (continuously tuned)",
"improvement": "85% reduction in false positives"
},
"operational_cost": {
"oss": "High (manual review)",
"starter": "Medium (partial automation)",
"professional": "Low (mostly automated)",
"enterprise": "Minimal (fully automated)",
"improvement": "75% reduction in OpEx"
}
}
def get_scenario_by_name(name: str) -> Dict:
"""Get scenario by name"""
return DEMO_SCENARIOS.get(name, {})
def get_all_scenario_names() -> List[str]:
"""Get all scenario names"""
return list(DEMO_SCENARIOS.keys())
def get_scenario_summary() -> List[Dict]:
"""Get summary of all scenarios"""
summary = []
for key, scenario in DEMO_SCENARIOS.items():
summary.append({
"id": key,
"name": scenario["name"],
"action": scenario["action"],
"risk_level": scenario["oss_result"]["risk_level"],
"oss_can_execute": scenario["oss_result"]["can_execute"],
"enterprise_gates_passed": scenario["enterprise_result"]["gates_passed"],
"enterprise_total_gates": scenario["enterprise_result"]["total_gates"]
})
return summary
def generate_upgrade_path(current_tier: str, target_tier: str) -> Dict:
"""Generate upgrade path between tiers"""
current = LICENSE_TIERS.get(current_tier, LICENSE_TIERS["trial"])
target = LICENSE_TIERS.get(target_tier, LICENSE_TIERS["enterprise"])
new_gates = [gate for gate in target["gates_available"] if gate not in current["gates_available"]]
new_features = [feat for feat in target.get("features", []) if feat not in current.get("features", [])]
return {
"from": current["name"],
"to": target["name"],
"price_increase": target["price"] - current["price"],
"new_gates": new_gates,
"new_features": new_features,
"enforcement_improvement": f"{current['enforcement']} → {target['enforcement']}",
"agent_limit_increase": target["max_agents"] - current["max_agents"],
"roi_calculation": _calculate_roi(current["price"], target["price"])
}
def _calculate_roi(current_price: int, target_price: int) -> Dict:
"""Calculate ROI for upgrade"""
price_diff = target_price - current_price
# Simplified ROI calculation
time_savings = 15 * 20 * 12 # 15 min saved per decision, 20 decisions/day, 12 months
risk_reduction = 0.92 * 100000 # 92% reduction in $100k average incident cost
false_positive_savings = 0.85 * 50 * 200 # 85% reduction in 50 false positives/month at $200 each
total_savings = time_savings + risk_reduction + false_positive_savings
roi_months = (price_diff * 12) / total_savings if total_savings > 0 else 0
return {
"annual_price_difference": price_diff * 12,
"estimated_annual_savings": total_savings,
"roi_months": max(1, roi_months),
"breakeven": roi_months <= 12
} |