The judgment that runs factories was never written down. We capture it.

Frontline workers record each call by voice, at the moment they make it. We check it against what really happened. AI labs license what reality confirmed.

Backed by angels from OpenAIGoogleNVIDIAAppleAmazonMeta

01Problem

AI can write about factory work. It cannot yet make the call.

A good call on the floor takes seconds. It rests on a sound, the heat of a part, how the last batch ran. The worker’s hands are busy, so nothing gets written. Machines log what was decided. They never log why.

Frontline judgment has never been captured. Until now.

02Our solution

We turn real decisions on the factory floor into data AI labs license.

Most AI data

Labelled

Most AI data is a label added afterwards.

OkAI

Created

We make the record itself.

03Data Products

What we license

All data products
  • Evaluation

    A test on real factory calls

    Your model faces decisions workers really made, with the answer reality gave.

  • Fine-tuning

    Worked decisions

    The situation, the call, the worker’s reason in their own words, and the rule that applied.

  • Preference

    Overrides

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

  • Multimodal

    Decisions with signals

    The call, with the machine, material and shop conditions recorded at the same moment.

04Leaderboards

Three boards. The bar to beat is the frontline worker.

See the leaderboards
  1. Board 01

    The Floor Test

    Real calls, graded by measurement.

  2. Board 02

    Who Knew Better

    Calls where a worker overruled the obvious answer and was proven right.

  3. Board 03

    Costly Misses

    Stop, hold and release calls, scored with each site’s own cost table.

05Who earns

The people who know the work should earn from it.

50%

To the frontline worker

They keep half of every dollar a lab pays to license their records.

Free

To the factory

Every decision becomes an audit-ready record.

For factories

06Research

We study where AI fails on real physical work.

Research & Blog

Talk to us

License data. Run a pilot. Join the team.

Write to us. A founder replies.