Find where your model fails. Then close the gap.

Every product is cut from the same records: real decisions by frontline workers, confirmed by what happened. Start with measurement. It is useful whether or not the data teaches.

Four steps. Start at any of them.

  • 01

    Measure · Private floor test

    Your checkpoints on held-back real factory calls, with frontline workers’ score as the bar. Re-run on every release.

    Evaluation team

  • 02

    Close · Data shaped to the failures

    Records scoped to where your model broke, in the shape your training method takes.

    Post-training

  • 03

    Prove · A lift study

    On your model or an open one, against the written rules, synthetic scenarios and expert labels. Reported with the arms that lost.

    Research lead

  • 04

    Aim · Capture pointed at your gaps

    Your failure map becomes next month’s collection plan.

    Data partnerships

What you can license

  • Evaluation

    Failure map

    Where your model goes wrong, by trade and decision type, and what to license next.

  • Fine-tuning

    Worked decisions

    Situation, decision, the worker’s reason in their own words, the rule that applied.

  • Preference

    Override pairs

    The AI said one thing. The worker did another. Reality picked the winner.

  • Multimodal

    Decisions with signals

    The call, with machine, environment, material and voice recorded at the same moment.

  • Off the shelf

    Trade packs

    Ready-made sets per trade, so you can start without a custom contract.

  • Custom

    Aimed capture

    New capture pointed each month at the decision types where your model is weakest.

Licensed, not sold.

Every record carries proof of the worker’s consent, proof of payment and a fingerprint that shows if it was changed. Customer, order, factory and worker identity are removed before you receive it.

The frontline worker who created the record keeps 50% of every licensing dollar.

consent · payment · unchanged · 7f2c 91ae … 4d0b

Talk to us

License data. Run a pilot. Join the team.

Write to us. A founder replies.