A humanoid robot seated in an armchair in a calm mountain landscape
built for physical AI

The data platform for physical AI.

Observability, evaluation, and data infrastructure for robotics teams — trace every rollout, mine the edge cases, turn real-world failures into simulation tests.

Works with your stack
LeRobotDROIDROS 2MuJoCoIsaac SimSDK + CLI

Every rollout, fully explained.

Ingest episodes from your fleet or your sims — video, proprioception, actions. Replay any run on one synced timeline, trace every step, and let the judge grade what happened.

Runs / run_pack_ep686221
Add human scoreAdd to datasetSend to queue
● head camera● head
hand_left camerahand_left
hand_right camerahand_right
00:42.0 / 01:08.7
00:0000:2000:4001:00
00:42.0
ep686221
PickRLift air column film from table00:00
PlaceRFilm into logistics box00:08
PickLGrip USB-C product on conveyor00:14
PlaceLProduct into logistics box00:26
PickLClamp second product on conveyor00:35
PlaceLSecond product into box00:45
PickRLift air column film from table00:51
PlaceRFilm over products, close pack01:01
8 steps · segmented from raw actions · synced to video

Your failures are your best data.

Most stacks evaluate in simulation, before deployment, and go blind the moment a policy ships. pocy watches the other side: every real rollout is graded, the sub-failures are mined out, and each one comes back as a test the next version has to pass.

One loop: grade every rollout, cluster the failures, reconstruct them in sim, and gate the next release on them. Every pass turns production time into labeled, reproducible test data.

Diagram of the data engine loop: production rollouts flow in, cycle through grade, cluster, sim, and gate, and produce test sets, sim cases, and release gates
Edge-case mining

Every graded rollout feeds a failure taxonomy. Clusters rank by severity × rate × trend — a prioritized queue, not a folder of videos.

Diagram of edge-case mining: a scatter of production rollouts funnels through filter planes and comes out as three ranked failure clusters
Real-to-sim

A production failure becomes a simulation task — that grasp, that part, that approach angle — and joins the suite your next policy must pass.

A sim task descending onto a dark grid plane as a glowing tile
Release gates

Suites wire into CI with real exit codes. Green ships; red names the exact rollout and the exact reason.

A vertical stack of translucent evaluation planes, rollouts passing down through each release gate

We're working with a handful of design partners.

Talk to a founder
A 30-minute call. If pocy isn't a fit, we'll say so on the call.