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AI verification before a claim ships

A plausible claim can travel a long way before anyone checks it. We put a source and a decision gate between the model's proposal and the fact your customer eventually sees.

  1. 01Propose a fact
  2. 02Fetch the source
  3. 03Compare the claim
  4. 04Publish or review

Useful wherever a wrong fact travels

The checking effort should match what happens when the answer is wrong. These are the outputs that deserve a gate.

Company and product profiles

Check names, specifications, certifications and relationships against a source that a reviewer can open.

Research briefs

Keep the quote, date and URL beside each finding, then flag the points where two sources tell different stories.

Customer-facing answers

Put policy, pricing or availability claims through the current record and hand uncertain answers to a person.

A citation is the start of a check

Open what was cited

The system fetches the cited page or document. A neat-looking URL in a model response is not evidence until the source exists.

Compare the actual passage

We test whether the source supports the exact claim, including the number, date and named entity. Related text is not enough.

Keep a rejection path

Unsupported or contradictory claims stay out of the final record. Reviewers see what failed and can correct the source or the claim.

Defense.Direct makes the check explicit.

Its company research is machine-assisted. A searching model proposes a company fact, and a fetched citation decides whether it reaches the supplier profile. That separation is the working pattern behind this service.

See Defense.Direct in our work Explore multi-agent checks
Defense.Direct supplier directory
The supplier directory is built from records that people can filter, compare and inspect.

What stays in your hands

We decide the handoffs before the first run, then make them visible in the product.

Unsupported means unpublished

A missing source produces a missing answer, not a more polished sentence. The reviewer can see the failed candidate.

Freshness matters

We record source dates and decide when a fact needs to be checked again. A cached claim cannot silently outlive its source.

People own the final rule

You decide which claims require a person, how exceptions move and what the system may publish automatically.

Which claims make you nervous?

Show us the output, the source it should rely on and the cost of getting it wrong. We will design the check around that risk.

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