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Food Intelligence
Dataset

Enterprise-grade training data for food-aware AI. Clean labels, global coverage, continuous refresh — the substrate your models are missing.

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RESTAURANTS
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DISH ENTITIES
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INGREDIENT LINKS
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TRAINING TOKENS
What's inside

Purpose-built datasets

Restaurant Corpus

12M+ restaurants with identity, location, cuisine, hours, price band and menu pointers across 180+ countries.

12M restaurants180+ countries12 languages

Menu & Dish NLU

Structured menus with sections, modifiers and descriptions; canonical dish labels with multilingual aliases for training NLU and retrieval.

180M menu items40 alias languages92 cuisines

Ingredient Graph

Dish-to-ingredient mappings with confidence, allergen propagation, dietary labels and substitution graphs for reasoning models.

42M links14 allergen classes9 dietary labels

Nutrition Tables

Dish-level calories and macros traced to ingredients, with confidence bands — built for health-aware assistants and dietary apps.

84M nutrition rows5 macro fields0.9+ conf

Pricing Series

Historical price trajectories per dish and location — train forecasting, market intelligence and dynamic-pricing models.

3.1B price points5y historyhourly refresh

Graph Embeddings

Precomputed embeddings of restaurants, dishes and ingredients in the knowledge graph — ready to drop into your vector store.

768 dims3 granularitiesmonthly refresh

Licensed & clean

Every dataset ships with clear, model-training-friendly licensing and provenance. No scraped-dark-corner surprises.

Continuously refreshed

Snapshots publish monthly; streaming deltas daily. Your training corpus never goes stale.

Private & isolated

Datasets deliver to your cloud (S3, GCS, Azure) in your VPC. Nothing is shared with other customers.

Access

Request Dataset Access

Tell us what you're training. We'll send sample slices and a licensing quote within two business days.