Maps of the human data ecosystem.
Interactive market maps of the companies selling human data for AI. Search, filter, shortlist, and suggest companies we should add.
All maps
Four interactive market maps of the companies behind AI’s human data. Each one is searchable, filterable, and open to suggestions.
01 · Market mapHuman Data for Physical AI
Companies providing human data for physical AI. Grouped by data type and limited to those with public funding above $10M.
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02 · Interactive atlasPhysical AI Atlas
Search, filter, and shortlist human data vendors for physical AI across egocentric, teleoperation, synthetic, and more.
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03 · Interactive mapMultilinguality Map
Companies selling multilingual human data for AI, across localization, evals, speech, RLHF, and low-resource languages.
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04 · Interactive atlas · NewCoding Atlas
Companies selling coding data for AI, across code SFT, RLHF and code evaluation, benchmarks, agentic environments, and security.
Open the atlas →Physical AI Atlas
Search, filter, and shortlist human data vendors for physical AI across egocentric, teleoperation, synthetic, and more.
Multilinguality Map
Companies selling multilingual human data for AI, across localization, evals, speech, RLHF, and low-resource languages.
Coding Atlas
Companies selling coding data for AI, across code SFT, RLHF and code evaluation, benchmarks, agentic environments, and security.