Datasets:

harshal3099
/

apex-food-rd-chatml-v2-expanded

id string	capability string	capability_name string	ingredient string	ingredient_category string	product string	target_consumer string	pack_format string	company_context string	source_type string	source_refs list	messages list
f41bf6e515d42beb	process_engineering	Process Engineering	ashwagandha root powder	botanical	breakfast fibre smoothie mix	busy founders	HDPE jar with desiccant	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are a senior food technologist and regulatory expert specializing in Indian food manufacturing. You have deep expertise in FSSAI regulations, Codex Alimentarius standards, ICMR-NIN dietary guidelines, food chemistry, process engineering, and clean-label formulation. You p...
eac8c9a6b1bd3b7d	organic_certification	Organic Certification	Saccharomyces boulardii	probiotic yeast	shelf-stable probiotic stick pack	urban adults 25–40	aluminium laminate pouch	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "NPOP National Programme for Organic Production, APEDA: processing, labelling, certification, segregation and permitted input requirements", "Codex Guidelines for Organically Produced Foods CXG 32-1999", "Regulation (EC) No 1333/2008 on food additives", "Regulation (EC) No 1924/2006 on nutrition and health cl...	[ { "role": "system", "content": "You are Apex Nutrition's R&D copilot for clean-label Indian functional foods. Answer like a practical senior food scientist: cite FSSAI/Codex/ICMR-NIN/NPOP/EU references, give realistic formulation ranges, flag classification and labelling risks, and separate mandatory compli...
c55a37147d7e3d9a	health_nutrition_claims	FSSAI & European Standards Health/Nutrition Claims	sprouted fenugreek powder	sprout spice	berry beetroot antioxidant drink	college students	dry-mix refill pack	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Labelling and Display) Regulations, 2020: mandatory declarations, nutrition information, allergen and ingredient listing", "FSS (Advertising and Claims) Regulations, 2018: nutrition/health claims, substantiation and non-misleading presentation", "FSS Health Supplements, Nutraceuticals, FSDU, FSMP, Prebiot...	[ { "role": "system", "content": "You are a food safety QA lead. Answer with HACCP thinking, specifications, COAs, challenge studies, microbiological criteria, contaminant risks and regulatory references." }, { "role": "user", "content": "Can we claim 'no added sugar' on a berry beetroot antioxida...
a1972a6b68b03cfc	ingredient_functionality	Ingredient Functionality	broccoli sprout powder	microgreen	coconut water electrolyte powder	busy founders	10 g stick pack	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are a probiotic and fermentation scientist supporting clean-label powders and beverages. Give strain, process, CFU, pH, water-activity, packaging and shelf-life guidance, with FSSAI/Codex references." }, { "role": "user", "content": "For Apex Nutrition's cocon...
58b170283152fc98	clean_label_substitution	Clean-Label Substitution	Lactobacillus rhamnosus GG	probiotic	ready-to-drink fermented beverage	college students	cold-chain shot	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are a sensory and formulation scientist for natural powders and beverages. Optimize taste, mouthfeel, solubility, shelf-life and ingredient interactions while citing applicable Indian and international standards." }, { "role": "user", "content": "How can we re...
ed8160511b5836a4	texture_sensory_design	Texture & Sensory Design	mung bean protein	pulse protein	amla-berry antioxidant powder	families seeking breakfast convenience	HDPE jar with desiccant	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are a senior food technologist and regulatory expert specializing in Indian food manufacturing. You have deep expertise in FSSAI regulations, Codex Alimentarius standards, ICMR-NIN dietary guidelines, food chemistry, process engineering, and clean-label formulation. You p...
99c37a94c98527cb	dietary_gap_analysis	ICMR-NIN Dietary Gap Analysis	steviol glycosides	sweetener	fermented fruit vinegar beverage	fitness consumers	25 g scoop tub	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "ICMR-NIN Recommended Dietary Allowances and Estimated Average Requirements for Indians, 2020", "ICMR-NIN Dietary Guidelines for Indians, 2024/2020 guidance on balanced diets, sugar/salt/fat moderation and dietary diversity", "FSS (Labelling and Display) Regulations, 2020: mandatory declarations, nutrition info...	[ { "role": "system", "content": "You are a sensory and formulation scientist for natural powders and beverages. Optimize taste, mouthfeel, solubility, shelf-life and ingredient interactions while citing applicable Indian and international standards." }, { "role": "user", "content": "How can a fer...
f4a99c82ee415a3a	ingredient_functionality	Ingredient Functionality	tiger nut flour	tuber	ayurveda-inspired spice latte powder	athletes needing hydration	dry-mix refill pack	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are a clean-label food innovation consultant for Indian functional nutrition brands. Prioritize natural ingredients, minimal additives, consumer-safe claims, FSSAI-compliant labelling and manufacturable recipes." }, { "role": "user", "content": "For Apex Nutri...
f46e7ae162cab9ec	regulatory_permissibility	Regulatory Permissibility	spinach powder	leafy green	fermented fruit vinegar beverage	families seeking breakfast convenience	25 g scoop tub	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are a sensory and formulation scientist for natural powders and beverages. Optimize taste, mouthfeel, solubility, shelf-life and ingredient interactions while citing applicable Indian and international standards." }, { "role": "user", "content": "Is spinach po...
5467ea03243c9e42	regulatory_permissibility	Regulatory Permissibility	shiitake mushroom powder	mushroom	kids family nutrition powder	fitness consumers	aluminium laminate pouch	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are an organic and natural food certification advisor. Cover NPOP, USDA/EU organic alignment, permitted inputs, audit documentation, contamination control and processing aids." }, { "role": "user", "content": "Is shiitake mushroom powder permissible in India f...
31a40b935a0f3442	dietary_gap_analysis	ICMR-NIN Dietary Gap Analysis	ginger powder	spice	turmeric-ginger immunity powder	urban adults 25–40	200 ml reconstituted drink	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "ICMR-NIN Recommended Dietary Allowances and Estimated Average Requirements for Indians, 2020", "ICMR-NIN Dietary Guidelines for Indians, 2024/2020 guidance on balanced diets, sugar/salt/fat moderation and dietary diversity", "FSS (Labelling and Display) Regulations, 2020: mandatory declarations, nutrition info...	[ { "role": "system", "content": "You are a probiotic and fermentation scientist supporting clean-label powders and beverages. Give strain, process, CFU, pH, water-activity, packaging and shelf-life guidance, with FSSAI/Codex references." }, { "role": "user", "content": "How can a turmeric-ginger ...
db893ad539a25594	shelf_life_prediction	Shelf-Life Prediction	reishi mushroom powder	mushroom	senior gut-health drink mix	office snack replacement users	200 ml reconstituted drink	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS Health Supplements/Nutraceuticals Regulations, 2022 provisions for probiotic/prebiotic food...	[ { "role": "system", "content": "You are a senior food technologist and regulatory expert specializing in Indian food manufacturing. You have deep expertise in FSSAI regulations, Codex Alimentarius standards, ICMR-NIN dietary guidelines, food chemistry, process engineering, and clean-label formulation. You p...
818c96ed1e3fd4d8	ingredient_functionality	Ingredient Functionality	gotu kola/mandukaparni powder	botanical	organic mushroom-cacao latte mix	urban adults 25–40	single-serve RTD bottle	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are a clean-label food innovation consultant for Indian functional nutrition brands. Prioritize natural ingredients, minimal additives, consumer-safe claims, FSSAI-compliant labelling and manufacturable recipes." }, { "role": "user", "content": "For Apex Nutri...
300be80bfd1fb63c	regulatory_permissibility	Regulatory Permissibility	gotu kola/mandukaparni powder	botanical	turmeric-ginger immunity powder	older adults 55+	cold-chain shot	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are a sensory and formulation scientist for natural powders and beverages. Optimize taste, mouthfeel, solubility, shelf-life and ingredient interactions while citing applicable Indian and international standards." }, { "role": "user", "content": "Is gotu kola/...
06e0d92075126924	dietary_gap_analysis	ICMR-NIN Dietary Gap Analysis	saffron extract	spice extract	kids family nutrition powder	working professionals	single-serve RTD bottle	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "ICMR-NIN Recommended Dietary Allowances and Estimated Average Requirements for Indians, 2020", "ICMR-NIN Dietary Guidelines for Indians, 2024/2020 guidance on balanced diets, sugar/salt/fat moderation and dietary diversity", "FSS (Labelling and Display) Regulations, 2020: mandatory declarations, nutrition info...	[ { "role": "system", "content": "You are a food safety QA lead. Answer with HACCP thinking, specifications, COAs, challenge studies, microbiological criteria, contaminant risks and regulatory references." }, { "role": "user", "content": "How can a kids family nutrition powder with saffron extract...
76afa373e97fd6f0	preservation_system_design	Preservation System Design	soy protein isolate	legume protein	senior gut-health drink mix	busy founders	200 ml reconstituted drink	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Labelling and Display) Regulations, 2020: mandatory declarations, nutrition information, a...	[ { "role": "system", "content": "You are a probiotic and fermentation scientist supporting clean-label powders and beverages. Give strain, process, CFU, pH, water-activity, packaging and shelf-life guidance, with FSSAI/Codex references." }, { "role": "user", "content": "Design a clean-label prese...
d1076d467e47956f	process_engineering	Process Engineering	tiger nut flour	tuber	breakfast fibre smoothie mix	premium clean-label buyers	HDPE jar with desiccant	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are a senior food technologist and regulatory expert specializing in Indian food manufacturing. You have deep expertise in FSSAI regulations, Codex Alimentarius standards, ICMR-NIN dietary guidelines, food chemistry, process engineering, and clean-label formulation. You p...
8c748d004efa99d4	health_nutrition_claims	FSSAI & European Standards Health/Nutrition Claims	Lactiplantibacillus plantarum	probiotic	sports hydration botanical powder	new mothers after medical clearance	premium glass bottle	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Labelling and Display) Regulations, 2020: mandatory declarations, nutrition information, allergen and ingredient listing", "FSS (Advertising and Claims) Regulations, 2018: nutrition/health claims, substantiation and non-misleading presentation", "FSS Health Supplements, Nutraceuticals, FSDU, FSMP, Prebiot...	[ { "role": "system", "content": "You are a food safety QA lead. Answer with HACCP thinking, specifications, COAs, challenge studies, microbiological criteria, contaminant risks and regulatory references." }, { "role": "user", "content": "Can we claim 'no added sugar' on a sports hydration botanic...
53a93d9583860730	clean_label_substitution	Clean-Label Substitution	beetroot powder	vegetable	organic mushroom-cacao latte mix	new mothers after medical clearance	single-serve RTD bottle	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are a clean-label food innovation consultant for Indian functional nutrition brands. Prioritize natural ingredients, minimal additives, consumer-safe claims, FSSAI-compliant labelling and manufacturable recipes." }, { "role": "user", "content": "How can we rep...
e12fe4927640c397	process_engineering	Process Engineering	gotu kola/mandukaparni powder	botanical	breakfast fibre smoothie mix	busy founders	HDPE jar with desiccant	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are a probiotic and fermentation scientist supporting clean-label powders and beverages. Give strain, process, CFU, pH, water-activity, packaging and shelf-life guidance, with FSSAI/Codex references." }, { "role": "user", "content": "What process parameters sh...
f15cf6904d465e7a	regulatory_permissibility	Regulatory Permissibility	reishi mushroom powder	mushroom	plant protein and greens shake	urban adults 25–40	family tub format	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are Apex Nutrition's R&D copilot for clean-label Indian functional foods. Answer like a practical senior food scientist: cite FSSAI/Codex/ICMR-NIN/NPOP/EU references, give realistic formulation ranges, flag classification and labelling risks, and separate mandatory compli...
5f3a365cf9ea5a23	texture_sensory_design	Texture & Sensory Design	papaya powder	fruit	monk-fruit sweetened wellness drink	athletes needing hydration	15 g sachet	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are an organic and natural food certification advisor. Cover NPOP, USDA/EU organic alignment, permitted inputs, audit documentation, contamination control and processing aids." }, { "role": "user", "content": "How do we formulate a monk-fruit sweetened wellnes...
d405c0c23f30609a	ingredient_functionality	Ingredient Functionality	coconut milk powder	fruit/nut powder	premium hydroponic greens blend	consumers with low vegetable intake	premium glass bottle	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are a food safety QA lead. Answer with HACCP thinking, specifications, COAs, challenge studies, microbiological criteria, contaminant risks and regulatory references." }, { "role": "user", "content": "For Apex Nutrition's premium hydroponic greens blend, what ...
3313193d241a69fd	dietary_gap_analysis	ICMR-NIN Dietary Gap Analysis	carrot powder	vegetable	kids family nutrition powder	working professionals	aluminium laminate pouch	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "ICMR-NIN Recommended Dietary Allowances and Estimated Average Requirements for Indians, 2020", "ICMR-NIN Dietary Guidelines for Indians, 2024/2020 guidance on balanced diets, sugar/salt/fat moderation and dietary diversity", "FSS (Labelling and Display) Regulations, 2020: mandatory declarations, nutrition info...	[ { "role": "system", "content": "You are an organic and natural food certification advisor. Cover NPOP, USDA/EU organic alignment, permitted inputs, audit documentation, contamination control and processing aids." }, { "role": "user", "content": "How can a kids family nutrition powder with carrot...
5d347164c20e761f	health_nutrition_claims	FSSAI & European Standards Health/Nutrition Claims	xanthan gum	hydrocolloid	berry beetroot antioxidant drink	college students	family tub format	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Labelling and Display) Regulations, 2020: mandatory declarations, nutrition information, allergen and ingredient listing", "FSS (Advertising and Claims) Regulations, 2018: nutrition/health claims, substantiation and non-misleading presentation", "FSS Health Supplements, Nutraceuticals, FSDU, FSMP, Prebiot...	[ { "role": "system", "content": "You are Apex Nutrition's R&D copilot for clean-label Indian functional foods. Answer like a practical senior food scientist: cite FSSAI/Codex/ICMR-NIN/NPOP/EU references, give realistic formulation ranges, flag classification and labelling risks, and separate mandatory compli...
d16f9919ec2e37bf	organic_certification	Organic Certification	kanji ferment powder	fermented ingredient	senior gut-health drink mix	fitness consumers	cold-chain shot	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "NPOP National Programme for Organic Production, APEDA: processing, labelling, certification, segregation and permitted input requirements", "Codex Guidelines for Organically Produced Foods CXG 32-1999", "Regulation (EC) No 1333/2008 on food additives", "Regulation (EC) No 1924/2006 on nutrition and health cl...	[ { "role": "system", "content": "You are a sensory and formulation scientist for natural powders and beverages. Optimize taste, mouthfeel, solubility, shelf-life and ingredient interactions while citing applicable Indian and international standards." }, { "role": "user", "content": "What NPOP org...
c2cfa1030dea05e6	health_nutrition_claims	FSSAI & European Standards Health/Nutrition Claims	carob powder	pod	freeze-dried fruit and fibre blend	office snack replacement users	25 g scoop tub	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Labelling and Display) Regulations, 2020: mandatory declarations, nutrition information, allergen and ingredient listing", "FSS (Advertising and Claims) Regulations, 2018: nutrition/health claims, substantiation and non-misleading presentation", "FSS Health Supplements, Nutraceuticals, FSDU, FSMP, Prebiot...	[ { "role": "system", "content": "You are an Indian food regulatory and formulation specialist. Ground advice in FSS Act 2006, FSS regulations, Codex, ICMR-NIN guidance, NPOP organic rules and practical pilot/manufacturing constraints." }, { "role": "user", "content": "Can we claim 'supports gut h...
84c770acd65e9e28	texture_sensory_design	Texture & Sensory Design	watermelon seed protein	seed protein	women wellness iron-support smoothie	urban adults 25–40	family tub format	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS (Food Products Standards and Food Additives) Regulations, 2011; proprietary food provisions including Regulation 2.12 as amended", "FSS Act, 2006: unsafe food, misbranded food, misleading claims and penalties", "FSS (Food Products Standards and Food Additives) Regulations, 2011; Appendix A / Food Category ...	[ { "role": "system", "content": "You are an organic and natural food certification advisor. Cover NPOP, USDA/EU organic alignment, permitted inputs, audit documentation, contamination control and processing aids." }, { "role": "user", "content": "How do we formulate a women wellness iron-support ...
4434379a66a8b6aa	fermentation_science	Fermentation Science	red rice powder	whole grain	turmeric-ginger immunity powder	families seeking breakfast convenience	cold-chain shot	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS Health Supplements/Nutraceuticals Regulations, 2022 provisions for probiotic/prebiotic foods and strain identity", "FAO/WHO Guidelines for the Evaluation of Probiotics in Food, 2002", "FSS Health Supplements, Nutraceuticals, FSDU, FSMP, Prebiotic and Probiotic Food Regulations, 2022: schedules, dosage, pro...	[ { "role": "system", "content": "You are a sensory and formulation scientist for natural powders and beverages. Optimize taste, mouthfeel, solubility, shelf-life and ingredient interactions while citing applicable Indian and international standards." }, { "role": "user", "content": "Design a ferm...
897df3f5025ca620	fermentation_science	Fermentation Science	coconut milk powder	fruit/nut powder	turmeric-ginger immunity powder	families seeking breakfast convenience	cold-chain shot	Apex Nutrition: clean-label, health-based everyday consumption powders and possible bottled drinks for the Indian market. Products may use natural Indian or imported ingredients including fruits, berries, micro-greens, mushrooms, spices, cocoa/cacao, seeds, nuts, millets, pulses, herbs, algae, fibres, fermented ingredi...	synthetic_from_expanded_india_functional_ingredient_knowledge_base	[ "FSS Health Supplements/Nutraceuticals Regulations, 2022 provisions for probiotic/prebiotic foods and strain identity", "FAO/WHO Guidelines for the Evaluation of Probiotics in Food, 2002", "FSS Health Supplements, Nutraceuticals, FSDU, FSMP, Prebiotic and Probiotic Food Regulations, 2022: schedules, dosage, pro...	[ { "role": "system", "content": "You are a sensory and formulation scientist for natural powders and beverages. Optimize taste, mouthfeel, solubility, shelf-life and ingredient interactions while citing applicable Indian and international standards." }, { "role": "user", "content": "Design a ferm...

End of preview. Expand in Data Studio

Apex Food R&D ChatML v2 — Expanded Indian Functional Ingredient Dataset

This is the expanded v2 dataset for building a food formulation R&D assistant for Apex Nutrition.

Why v2 exists

The first MVP dataset used a narrow seed list of ~20 ingredients. That was too limited for Apex Nutrition's intended product space. This v2 dataset expands the ingredient universe to 137 India-relevant functional/natural/organic ingredients, including millets, pulses, seeds, spices, herbs, Indian fruits, leafy greens, microgreens, mushrooms, algae, fermented ingredients, fibres, sweeteners and probiotic strains.

Intended model

Recommended base model: Qwen/Qwen3-4B
Model URL: https://huggingface.co/Qwen/Qwen3-4B

Qwen3-4B was selected because its config verifies Qwen3ForCausalLM, it is not a VLM/conditional-generation architecture, it has strong 4B-class quality, and it can later be LoRA fine-tuned on GPU and exported to GGUF.

Dataset size

Total examples: 12,000
Train: 10,800
Validation: 600
Test: 600
Format: ChatML messages

Columns

id
capability
capability_name
ingredient
ingredient_category
product
target_consumer
pack_format
company_context
source_type
source_refs
messages

Capabilities covered

Ingredient Functionality
Regulatory Permissibility
Preservation System Design
Clean-Label Substitution
Process Engineering
FSSAI & European Standards Health/Nutrition Claims
ICMR-NIN Dietary Gap Analysis
Organic Certification
Fermentation Science
Shelf-Life Prediction
Texture & Sensory Design

Ingredient universe

The v2 ingredient library includes 137 ingredients across categories such as:

Indian millets: ragi, bajra, jowar, foxtail millet, kodo millet, barnyard millet, little millet
Pseudocereals: amaranth/rajgira, buckwheat/kuttu
Pulses/proteins: mung, chickpea, pea, lentil, sattu, horse gram, sprouted mung, soy, rice protein
Seeds/nuts: flax, chia, sabja, pumpkin seed, sunflower seed, sesame, almond, cashew, coconut
Indian fruits: amla, jamun, bael, kokum, mango, banana, guava, pomegranate, papaya, pineapple, jackfruit, date, fig
Greens/microgreens: moringa, spinach, curry leaf, coriander, mint, tulsi, wheatgrass, barley grass, broccoli sprout, radish microgreen
Spices/botanicals: turmeric, ginger, cinnamon, cardamom, black pepper/piperine, clove, fennel, cumin, fenugreek, ashwagandha, shatavari, brahmi, gotu kola, mulethi, saffron
Fibres/hydrocolloids: gum arabic, inulin/FOS, GOS, psyllium, resistant starch, pectin, guar, xanthan
Sweeteners: steviol glycosides, monk fruit, palmyra jaggery
Probiotics/ferments: LGG, L. plantarum, B. lactis, Bacillus coagulans, S. boulardii, kombucha, kanji, idli/dosa ferment powder
Mushrooms/algae/cacao: reishi, lion's mane, cordyceps, shiitake, oyster mushroom, spirulina, chlorella, cocoa, cacao nib, carob
Additional natural ingredients: makhana, singhara, tiger nut, coconut water powder, hibiscus, rose, butterfly pea flower, green tea, matcha, chicory root, hemp protein, watermelon seed protein, bitter gourd, aloe vera, noni, goji

Regulatory/source grounding

Examples cite and reason from named references including:

FSS Act, 2006
FSS Food Products Standards and Food Additives Regulations, 2011
FSS Labelling and Display Regulations, 2020
FSS Advertising and Claims Regulations, 2018
FSS Health Supplements, Nutraceuticals, FSDU, FSMP, Prebiotic and Probiotic Food Regulations, 2022
Codex GSFA CXS 192-1995
Codex CXS 1-1985, CXG 2-1985, CXG 23-1997
ICMR-NIN RDA/EAR 2020 and Dietary Guidelines
NPOP / APEDA organic standards
FAO/WHO probiotic evaluation guidance, 2002
EU Regulation 1333/2008, 1924/2006, 2015/2283 as stricter comparison references

Important limitation

This is a synthetic dataset from an expanded curated knowledge base. It is suitable for SFT response style, food formulation reasoning and regulatory citation behaviour. It is not a substitute for direct legal/regulatory verification against current FSSAI notifications and official PDFs before product launch.

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