The closed-loop data platform
for Physical AI

Fueling physical AI with high-fidelity data and closed-loop learning infrastructure — everything between your robot and its next, better model.

10,000+Certified specialists
7+Sensor modalities
±1 msStream sync
100%Batches audited
How it works

A closed loop, not a conveyor belt

Capture Curate & Annotate Assure Quality Deliver Training-Ready Evaluate & Mine Failures
failure mining → data-strategy instruction → the next capture round — every cycle makes your model measurably better
What we build

Three ways in. One loop underneath.

Built for how you actually work

Your whole data-to-model process, one platform

Physical-AI teams run the same loop — find data, ingest it, curate, annotate, augment, QA, version, train, evaluate, deploy, collect failures, repeat. We built the platform around that reality.

Design task & scenarioAI-assisted strategy design and scene planning
Acquire, ingest & cleanopen-source, EgoAtlas, or your own robots — synced and aligned
Annotate, augment & QAauto pre-label, expert refinement, Data Quality Gate
Version & trainreproducible sets, delivered in your schema
Evaluate & deployreal-task benchmarks, regression proof
Feed failures backfailure mining → your next data round
Who it's for

Every role in the loop

Why teams trust us

Quality is a system, not a promise

10,000+certified specialists under one QA standard
Multiple sceneshousehold to warehouse — on demand, new scene families onboard in weeks
100% of batchespass agreement scoring and sampling audits before delivery
BIPA · CCPA · GDPRcomplies with all US data regulations

Let's build embodied intelligence on better data.

We're built to be a long-term infrastructure partner for the physical-AI age — and we win only when your models do.