Stereo video
Two global-shutter color streams recorded during real shifts.
Robot training data pipeline
From real work to model-ready robot data.
We capture real work as it happens and deliver robotics-ready training data: enriched, annotated, in your format.
Request a sample, schema, or QC reportInputs
One capture session. Synchronized evidence.
The rig our own collectors wear every day records the source signals and context needed for downstream processing.
IMU
Six-axis motion data, timestamped with camera exposure.
Calibration
Per-device stereo extrinsics and camera-IMU calibration.
Task context
Workplace, activity, session, and capture-brief context.
Five layers. One system.
From photons to your schema.
How a worker's shift becomes training data: one pipeline from photons to your schema, with quality measured at every step. Then the loop closes: your eval results become the next capture brief.
Capture
Global shutter rigs worn during real shifts. 20,000 collectors across five continents.
Sync
Timestamps written into the pixels of every frame. Sync survives every copy, transcode, and cut.
Refine
Automated ingest: hardware transcode, hand pose and depth enrichment, session assembly.
Verify
Every batch ships with a QC report: frame timing, drop rate, sync integrity. Under 0.1 percent frames lost, measured.
Deliver
Your schema, not ours: MCAP, custom protobuf contracts, per-customer format compilers. Fleet firmware ships over the air.
Enrichment and assurance
Usable training signal, not just hours of footage.
Enrich
- Fine-grained hand annotations
- Hand pose and depth enrichment
- Structured scene and task descriptions
- Session assembly and task context
Verify
- Frame timing and dropped-frame checks
- Sync integrity and clip-level task verification
- Manifests, checksums, and batch grades
- Weak batches rejected before delivery
- Source package
- Stereo video, IMU, calibration, and session context
- Enrichment
- Hand annotations, depth, scene and task descriptions
- Quality record
- Timing, drop rate, sync integrity, manifests, checksums, batch grade
- Delivery
- MCAP for ROS 2, raw video + IMU, or custom protobuf contracts
Real work, captured where it happens
Field evidence, not staged demonstrations.
From kitchens and workshops to retail and production floors—real-world egocentric data collected through our global network.
Next step
Tell us what you're training.
We scope the dataset, design the pipeline, and deliver training-ready data on your timeline. Start with a sample plan and the smallest useful pilot.
Request a sample, schema, or QC report