Instance
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Ground truth for robot learning.

We verify whether your robot actually did the task.

Robot rollout frames
mit_franka · main · 10 fps
t=0.0s · frame 01/16
task
“Pick up the banana from the blue plate and place it on the green plate.”
rollout
frame 01/16
✓ success confidence 0.97

verifying rollout…

real episodes from the rbm-1m-ood benchmark · verdicts by Instance

Robotics is bottlenecked by data.

Instance is the verification layer so you can trust your data and train faster. Given a task and camera footage, we return a success verdict with evidence — for every episode, on any robot.

raw rollouts / verdicts trusted data better policies
Founders

MIT, math and computer science. Previous exoplanet research at NASA JPL and data processing at BCG.

MIT, computer science. Previously robotics research at MIT Learning and Intelligent Systems (LIS), software at SpaceX, AWS.