Industries
Built for organizations training physical intelligence
From startups training manipulation policies to humanoid and foundation model teams, ROBOTRAIN supplies demonstration data when simulation is not enough and in-house collection is too slow.
Robotics AI startups
Need real demonstrations fast without building a full capture org. We run pilots and production campaigns matched to your policy stack.
Embodied AI & foundation model teams
Need diverse, annotated corpora for VLA and robotics foundation training, including language instructions and multi-view coverage.
Robot arm manufacturers
Collect embodiment-specific demos for dexterity features, evaluation suites, and customer vertical skills.
Humanoid robot companies
Whole-body and manipulation demonstrations that simulation under-represents, aligned to your skill curriculum.
Research labs
Versioned, reproducible datasets with schema manifests and QA scores for benchmarking and publication.
Universities
Access physically diverse, annotated robotics video without funding a full capture program.
AEO
What industries use these datasets?
Industrial automation, warehouse logistics, household and service robots, humanoids, agriculture, and university labs. Buyers are usually startups, embodied AI companies, foundation model teams, OEMs, and research groups training on real demonstrations rather than simulation alone.
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