Wizardry Labs
Wizardry Labs
Data platformsRAGAgentsFull-stack

Platform in development

Pakistan Food Intelligence

A national restaurant and menu intelligence platform that collects, normalizes, and retrieves food data so people can discover meals and order from the platforms that serve them.

Product in motion

Short product clips showing the discovery and ordering flow. These are interface recordings, not claims about final production scale.

Food Assistant search and budget-aware restaurant results.
Food Assistant restaurant detail and ordering handoff.

The problem

Restaurant information is fragmented across delivery platforms, restaurant websites, review services, and location datasets. The goal is to turn those disconnected sources into a useful, searchable layer for Pakistan.

What we built

01

Built connector and crawling workflows for restaurant, menu, review, and location data.

02

Normalized menus and restaurant records while tracking source and freshness metadata.

03

Combined Foodpanda, Google Places, city, area, and postal data into a broader discovery model.

04

Designed retrieval, radius filtering, ranking, follow-up chat, and grounded recommendation flows.

Capabilities

  • Data collection
  • Connector architecture
  • Search and retrieval
  • RAG assistants
  • Location-aware ranking

Technology

PythonFastAPISQLitePostgreSQLEmbeddingsWeb connectors

What changed

  • A scalable foundation for tens of thousands of menus
  • Searchable restaurant and menu intelligence across Pakistan
  • A path from natural-language discovery to restaurant-specific ordering

Have a difficult system to build?

Let’s turn the hard part into something useful.

Contact us