Field data for AI labs

Training data with outcomes attached.

We work with field service operators to capture what their technicians do all day, and how each job actually ends. We turn it into training data and RL environments for labs building models that have to act in the real world.

Get in touch
Outcomes attached. Trajectories include what worked. Direct from operators. Licensed, consent first. Operationally grounded. Real work, real consequences.
Why now

The data that matters is hard to reach.

Models are good at things you can find on the internet. They are worse at things that happen in trucks, basements, and crawl spaces. The trajectories that would teach them are produced every day by people who fix things for a living. Almost none of it reaches a training pipeline.

A.

Public data is running out.

Frontier models have worked through the clean public web. The next gains come from data the internet does not have, and trajectories with verified outcomes are scarce everywhere.

B.

Operational data is everywhere, and stranded.

Every dispatched technician produces a richer trajectory than most academic datasets. The legal, technical, and operational work to actually license it has been too hard for either side to do alone.

What we do

We sit between the field and the lab.

We partner with field service operators to capture trajectories from live work. We clean, structure, and license what comes back. We deliver it to labs in the formats their training pipelines accept.

01 / Source

Partner with operators.

We work with field service companies to capture live trajectories from real jobs. Consent first. Compensated. Documented.

02 / Structure

Clean and license.

De-identify. Label. Normalize. Every datum has provenance and an audit trail a legal team can sign off on.

03 / Deliver

Ship to labs.

Corpora for pre-training and fine-tuning. Benchmarks for evaluation. RL environments built on real operational dynamics.

See what we’re building.

A sample trajectory, a 15-minute call, or just a question—we’re here.

Who it’s for

Two sides. Different reasons to talk.

CoreSample only works if both ends of the pipeline win. Pick the page that fits.

Get in touch

Let’s talk.

Tell us what you’re working on and we’ll get back within a couple of business days.

Email us
Or write us directly:
hello@coresample.ai