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FIVE MARKETS

Five industries asking the same question in five different vocabularies.

A bank, a hospital, a training lab, a data controller and a defence programme all need to know what a model did and why. Each calls it something different — validation, audit, diagnosis, erasure, assurance — and each is told the same thing by their current stack: that the answer cannot be recovered after training. It cannot. It has to be produced during it.

So these are not five products. They are five readings of one record, under one licence. What differs between them is not the mechanism but the obligation driving it, the person who signs, and how long the sale takes.

MarketSCALE

AI Training

Is this run failing, and where?

A big training run breaks, and today the first sign is the crash itself. ORMAS watches each machine separately, so it flags the one that went wrong 647 steps earlier — roughly two hours of compute, or $16,000–$24,000.
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MarketINDUSTRY

Regulated Finance

What changed, and can a validator verify it?

Teach a model about 2024 and it quietly forgets 2021. ORMAS keeps 94.6% of the old behaviour where an ordinary model keeps 47.3% — and a validator can check that claim component by component.
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MarketINDUSTRY

Medical AI

Which site caused this, and can we show it?

Six hospitals train one shared model together. When its accuracy drops, ORMAS names which hospital caused it, two rounds before the drop is even visible in the shared result.
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MarketOBLIGATION

Data Obligation

What data is in here, and can I remove it?

A customer withdraws the data you trained on. ORMAS removes just their contribution and issues signed proof, instead of retraining the whole model from scratch for $100,000–$500,000.
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MarketINDUSTRY

Defense & Safety-Critical

What did the system do to itself in the field?

As conditions degrade — jamming, spoofing, a failing sensor — a bounded model keeps 80.3% of what it could do, where a frozen one collapses to 10%. Measured during training; the test-time case is named as not yet run.
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ORMAS is one licence. Terms are agreed per institution and written into the contract — there is no price list.

Which of the five is yours?

Every engagement starts with one specific problem — a run that died, an audit that asked a question you could not answer, a dataset you cannot vouch for.

We reply within a few days. Every message is read by a person.

Start a conversation

Tell us what you are trying to see inside your models, and we will say plainly whether this is the right thing for it.

Useful to bring

  • What you train and what you need to prove about it
  • Anything you have already tried
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