Any Stack Labs

A normalized, programmatic dataset of US restaurant menus. 449K restaurants, 44.3M menu items, refreshed continuously, with chain-level aggregation and documented methodology.

The sample dataset is free for research and non-commercial use. The full dataset is available via the Souslab API.

→ Free sample dataset → Souslab API & docs → Methodology

Who we are

Any Stack Labs is a small team building data products that take years of structured collection and normalization to do well. Our background is in e-commerce infrastructure, restaurant data systems, and AI-powered SaaS — including MenuPortal, a menu-management platform that's processed data for 800K+ restaurants over the past decade.

We focus on data products that:

Have a clear, narrow domain we can do better than anyone else
Are documented end-to-end (collection, normalization, refresh, gaps)
Are usable for both AI training and traditional analytics, with appropriate licensing for each

Licensing

All datasets published here under the AnyStackLabsdev org are released under the licenses specified on each dataset card. Free tier is typically CC-BY-NC-4.0 — free for research and non-commercial use with attribution. Commercial use, including AI training and product deployment, requires a commercial license from Any Stack Labs.

For commercial licensing inquiries: hello@souslab.site or souslab.site.