Platform Knowledge Graph API Dataset Developers Documentation Answers Enterprise Request API Access
GET /restaurant/menu
GET /dish/search
GET /restaurant/intelligence
Now ingesting 12M+ restaurant menus worldwide

AI Data Infrastructure
for Restaurants

MenuClaw transforms billions of unstructured restaurant menus into structured, AI-readable data — powering the next generation of AI assistants, search engines, POS systems, and food platforms.

0
MENUS INDEXED
0
DATA POINTS
180+
COUNTRIES
99.99%
API UPTIME
MenuClaw in one answer

MenuClaw turns fragmented restaurant menus into structured, connected data that AI products and software platforms can query through APIs.

It normalizes menus from PDFs, images and websites into restaurants, dishes, ingredients, nutrition and prices. Teams use the data for food assistants, search, ordering, analytics and model training instead of maintaining their own menu extraction pipeline.

Core products Restaurant knowledge graph, menu intelligence API and food intelligence datasets.
Best fit AI companies, POS platforms, delivery platforms and restaurant SaaS.
Primary outputs Normalized restaurant, menu, dish, ingredient, nutrition and price entities.
Read the complete restaurant data guide →
01The Problem

AI cannot understand restaurants yet.

The world's food data is the most fragmented data on the internet. AI is ready to help people eat — but it has nothing structured to read.

PROBLEM 01

Restaurants exist everywhere. Data is fragmented.

A single restaurant's menu is scattered across PDFs, photos, websites, delivery apps and POS systems — each in a different format, language and schema.

PDFsImagesWebsitesDelivery platformsPOS systems
PROBLEM 02

Menus are designed for humans. AI needs structure.

Menus are crafted for eyeballs and appetites — not machines. Dishes hide their ingredients, portions are implicit, nutrition is invisible. AI models starve on this.

UnstructuredAmbiguousUnlabelledPer-location
PROBLEM 03

Every food AI application needs restaurant intelligence.

AI assistants, search engines, ordering platforms and analytics all need the same thing: clean, connected, queryable data about restaurants, dishes, ingredients and prices.

AI assistantsAI searchFood agentsAnalytics
Before MenuClaw — Raw Data Chaos
s3://menus/scan_0912.png · menu_old.pdf · scrape_4421.html
After MenuClaw — Structured Restaurant Graph
02The Product

Restaurant Intelligence Layer

One infrastructure layer that turns the fragmented world of food into a queryable, connected, AI-ready system of record.

03Knowledge Graph

One graph. Every restaurant, dish and ingredient.

A living semantic web where Tokyo Ramen Shop connects to Tonkotsu Ramen, connects to pork bone broth, connects to Japanese cuisine. Hover to explore.

Restaurant Menu Dish Ingredient Nutrition

Entity resolution at scale

"Spicy pork ramen" and "Tonkotsu Ramen Spicy" resolve to the same dish across 40 languages and every menu format.

Relationships that think

Dishes know their ingredients. Cuisines know their dishes. Allergens propagate. Prices track by location and time.

Always current

Every day the graph ingests millions of menu changes so your applications never serve stale food data.

04API Platform

Built for developers.

One predictable REST API. Query any restaurant, dish, ingredient or nutritional fact in the graph with a single call.

GET/restaurant/{id}
GET/restaurant/menu
POST/dish/search
GET/restaurant/intelligence
GET/dish/{id}/nutrition
GET /restaurant/{id} · Tokyo Ramen
// Restaurant Intelligence API
{
  "restaurant": "Tokyo Ramen",
  "cuisine": "Japanese",
  "dishes": [
    {
      "name": "Tonkotsu Ramen",
      "ingredients": ["pork", "egg", "noodles"],
      "calories": 720,
      "allergens": ["egg", "gluten"]
    }
  ]
}
Python JavaScript REST API SDKs, playground & webhooks — explore the developer platform
05Ecosystem

Built for the AI Food Ecosystem

Every layer of the food industry is becoming intelligent. MenuClaw is the data foundation they build on.

AI Companies

  • AI assistants
  • AI search
  • Food agents
  • Recommendation engines

POS Platforms

  • Restaurant operating systems
  • Order & inventory
  • Menu analytics
  • Kitchen intelligence

Delivery Platforms

  • Food marketplaces
  • Search & discovery
  • Menu syndication
  • Dynamic pricing

Restaurant SaaS

  • CRM
  • Ordering
  • Analytics
  • Marketing
06The Loop

The Restaurant Data Flywheel

Every restaurant we index makes the graph smarter. Every smart API makes our customers stronger. Every customer brings more data. The loop compounds.

07Why MenuClaw

The missing intelligence layer

The industry built intelligence for locations, transactions and operations. Nobody built intelligence for food itself. We did.

Platform Intelligence Dishes & ingredients AI-ready data
Google MapsLocation Location intelligence Limited —
Delivery PlatformsTransactions Transaction intelligence Per-platform Partial
POS SystemsOperations Operational intelligence Closed —
MenuClawFood Restaurant intelligence Global graph Native
Common questions

MenuClaw, in plain language

Short answers for teams evaluating restaurant data infrastructure.

What is MenuClaw?+
MenuClaw is restaurant data infrastructure. It converts unstructured menus into normalized restaurant, menu, dish, ingredient, nutrition and price data, then delivers it through APIs and datasets.
Who builds with MenuClaw?+
MenuClaw is built for AI companies, food search and assistants, POS platforms, delivery platforms and restaurant SaaS teams that need structured restaurant data.
Does MenuClaw replace a POS or delivery platform?+
No. MenuClaw is a data infrastructure layer that those platforms can integrate. It does not operate restaurants, transactions or delivery fulfillment.
How can developers get API access?+
Request sandbox access on the API page. Teams with enterprise deployment, coverage or licensing requirements can contact the enterprise team.
What data entities are available?+
The restaurant knowledge graph connects restaurants, menus, dishes, ingredients, cuisines, allergens, nutrition, prices and related attributes. See the complete restaurant data guide.

Build the future of food AI.

Join the AI companies, platforms and developers building on the world's restaurant intelligence layer. Free tier. Production SLA. Enterprise support.