Data-collection

Robot data buyers waste budget on hours they cannot use. Compare 10 data collection companies for robotics and embodied AI, with fit, limits, and real pricing.

Most physical AI data companies are under two years old and cannot name a customer. Here are 10, mapped by capture method and read against receipts.

Scaling robot data is a variance problem, not a volume problem. The 2026 tool stack, the diversity budget, real cost benchmarks, and what breaks first.

Automotive data collection isn't failing from lack of volume. It's failing because perception, telematics, quality, and cabin data never learned to talk to each other.

Most robot policies fail because of bad data, not bad models. Here is how teleoperation, kinesthetic teaching, and human video actually work in the field.