Module · Fact Check

AI may be saying something
about you that is not true.

A price you closed, a product you discontinued, a branch that never existed. These sentences are read before a customer ever reaches you, and nobody tells you. Fact Check tests them against the brand's own pages.

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The distinction

'We found nothing false' means three different things

clean

We checked, and it holds

The claims in the answers match what your site says. That is a real result, it is good news, and it counts toward the rate.

Measured — and trustworthy

unmeasurable

No ground truth to compare

Your site blocks the crawler, or no page addresses the claim at all. The check could not run, and that is not a clean bill of health.

Out of the denominator — and fixable

false

The answer contradicts your site

The engine says something different from your own pages. Which sentence, which engine and which source produced it are all reported together.

You know exactly what to correct

The client most at risk is the one whose site blocks our crawler: with no ground truth to compare against, the check cannot run. The empty case and the dangerous case are the same client — which is exactly why they are never written the same way.

How it works

Claims tested against their source

Verifiable claims about your brand are extracted from each answer and matched against the corresponding statement on your own pages. Opinions ('user-friendly') are not claims; only things that can be true or false are tested — price, coverage, location, ownership.

A mismatch is not always the engine's fault. Sometimes your site is out of date and the engine is right; the report says that just as plainly.

60 claims · four states

clean41counts
false3counts
no ground truth12excluded
never ran4excluded

The false rate is 3/44, not 3/60. The 16 unmeasurable claims leave the denominator; counting them as clean would manufacture a reassuring 95%.

Per claim

With the evidence attached

01The claim
A single verifiable sentence extracted from the answer.
02Which engine
Which engine produced it, and on which question.
03Ground truth
The page and line on your site that addresses it.
04Verdict
Agrees, contradicts, or no ground truth to compare.
05Sources
The domains the engine cited in that answer.
06Impact
Whether it could change a purchase decision, or is a detail.

Method

A check that did not run is not reassurance

This module exists because of one sentence: 'we found nothing false about you' reads identically when the check never ran. The first is a result, the second is a hole, and a report that cannot tell them apart reassures the client who most needs the opposite.

  • Three states kept separate: never ran, no ground truth, clean.
  • Only the third enters the rate.
  • Agreement is not a contradiction — 'yes, that's right' is not a mismatch.
  • Every verdict is shown with the page it rests on.

Common questions

Can you get the false claim corrected?

There is no correction button — engines do not work that way. But once we find where the error comes from, the fix goes there: a stale page, a missing disclosure, a record confusing you with another company.

What if the site blocks the crawler?

The check cannot run and the report says 'unmeasurable'. It also shows which crawler is blocked; usually a one-line robots.txt change is enough.

Which claims get tested?

The ones that can be true or false: price, coverage, location, ownership, whether a product exists. Value judgements like 'user-friendly' are not tested, because they cannot be.

What is being said about you?

The free scan gives you a first look at what the engines tell people about your brand.

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