Most Robotic›Most Robotic› offers Instance

Instance verifies whether a robot actually completed its task. Given a task description and camera footage of a rollout, the system returns a success verdict with grounded subtask evidence, for every episode, on any robot platform, so robotics teams can trust their training data without humans watching each rollout.

The product launched in July 2026 through Y Combinator's Summer 2026 batch under its provider Most Robotic, starting with the success detector. Its verifier was benchmarked against more than ten thousand held-out, human-labeled episodes across seven robot platforms and returned higher accuracy than Claude Opus 4.8 at a fraction of the latency, with a public demo at demo.instancelabs.ai where teams verify their own rollouts live.