Robotics & physical AI
Physical-world data for systems that have to act in it.
Robots and physical agents need to understand materials, forces, machine states and what happens when something goes wrong. Industrial operations have been recording exactly that for years.
- 01 →The physical worldSamples, materials, machines, batches
- 02 →MeasurementsInstruments, sensors, test rigs
- 03 →Expert decisionsTechnicians, engineers, operators
- 04 →Verified outcomesPass / fail, failure mode, result
- 05 →Structured dataDocumented, de-identified, licensed
- 06 AITraining, evaluation, RL, agents
What matters
What this data needs to have.
- 01
State and action
Machine states and operator actions recorded alongside the signals they produced.
- 02
Failure data
Anomalies, defects and corrective actions — the events that matter most for safe behavior.
- 03
Multimodal records
Telemetry, images and inspection records joined on the same process.
Typical data shapes
- Machine telemetry
- Operator actions and interventions
- Inspection imagery
- Maintenance events
How sourcing works
You tell us what your model needs.
We find organizations that produce it and help them prepare it responsibly.
- Industry
- Materials testing
- Desired records
- 100,000+ laboratory tests
- Desired structure
- Inputs + measurements + verified outcomes
- Modalities
- Structured data, images, documents, signals, video, audio
- Geography
- Any, or specific regions
- Time period
- 2015 – present
- Exclusivity
- Non-exclusive acceptable
- Rights requirements
- Commercial training rights, documented provenance
- Intended use
- Training, evaluation, RL, benchmarking, research
- 01
Specify
Tell us what your model needs: domain, structure, modalities, scale, time period, rights and intended use.
- 02
Source
We identify and approach organizations that naturally generate matching data — including data that does not yet exist as a packaged product.
- 03
Qualify
We evaluate whether candidate data can be licensed and whether it meets your structure and quality bar. You review anonymized descriptions and documentation before anything moves.
- 04
Prepare
We work with the data owner to de-identify, structure and document the data to your specification.
- 05
License
Terms, scope and permitted uses are set out contractually. Delivery follows only with the data owner's authorization.
Own valuable data?
Check your data's licensing potential.
A confidential, no-raw-data assessment of your organization's scientific, industrial or operational records.
Building AI?
You specify it. We source it.
Tell us the proprietary data your model needs — domain, structure, modalities and rights. We approach the organizations that produce it.