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- title: README
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- emoji: πŸ“ˆ
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- Edit this `README.md` markdown file to author your organization card.
 
 
 
 
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+ # Any Stack Labs
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+ We build commercial data infrastructure for AI training, alt-data, and product use cases β€” starting with the US restaurant economy.
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+ ---
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+ ## What we publish
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+ ### 🍽️ Souslab β€” US Restaurant Menus
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+ A normalized, programmatic dataset of US restaurant menus. 449K restaurants, 44.3M menu items, refreshed continuously, with chain-level aggregation and documented methodology.
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+ The sample dataset is free for research and non-commercial use. The full dataset is available via the Souslab API.
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+ β†’ [Free sample dataset](https://huggingface.co/datasets/AnyStackLabsdev/souslab-us-restaurant-menus)
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+ β†’ [Souslab API & docs](https://souslab.site)
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+ β†’ [Methodology](https://souslab.site/methodology)
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+
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+ ---
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+ ## Who we are
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+ 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 β€” including MenuPortal, a menu-management platform that's processed data for 800K+ restaurants over the past decade.
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+ We focus on data products that:
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+ - Have a clear, narrow domain we can do better than anyone else
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+ - Are documented end-to-end (collection, normalization, refresh, gaps)
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+ - Are usable for both AI training and traditional analytics, with appropriate licensing for each
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+
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  ---
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+
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+ ## Licensing
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+ 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 β€” 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.
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+ For commercial licensing inquiries: [hello@souslab.site](mailto:hello@souslab.site) or [souslab.site](https://souslab.site).
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  ---
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+ ## Contact
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+ - 🌐 Website: [souslab.site](https://souslab.site)
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+ - πŸ“§ Email: [hello@souslab.site](mailto:hello@souslab.site)