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“AI gets our facts wrong”

Find what AI gets wrong about you, and fix it at the source.

Lumenario compares what AI says, what your pages say and the facts you’ve approved. You see each conflict, where it came from and how to correct it.

How much does the Pro plan cost?

The Pro plan costs $49 a month and includes 10 users.

Wrong fact found · high risk (pricing)
AI said$49 a month
Approved fact$39 a month
Where AI got itReseller listing, last updated 2024
Suggested fixPublish the approved price; ask the reseller to update
Illustrative example

AI repeats whatever it can find, right or wrong.

01

AI blends many sources: old pages, resellers, forums and competitor comparisons.

02

Your own site may disagree with itself: an old price on one page, a retired claim on another.

03

No one owns the approved version of each fact, so the same error keeps coming back.

A wrong price, dosage, rate or eligibility rule in an AI answer becomes your problem: complaints, refunds, lost trust and, for regulated brands, risk with regulators.

Find it, trace it, fix it for good.

1

Compare three versions of the truth

AI Visibility shows what AI says about you and the sources it cites, checked against the approved facts in your Brand Knowledge Hub.

2

Trace each error to its source

See whether it came from your page, a third-party site or outdated content. Duplication Analysis flags your own pages that disagree.

3

Correct it and stop it coming back

Verified Content publishes the approved answer with its evidence. Each fact gets an owner and a review date.

What you get

  • A list of wrong statements: where AI said it, and the approved fact
  • The likely source of each error
  • Errors ranked by risk, starting with prices, health claims and legal terms
  • A fix list for your team, or fixes done for you on the Execution plan

Each claim is logged with its evidence, the check result and one decision.

KEEP REVISE REMOVE CONFIRM CONTEXT
See the verification ledger →

Questions buyers ask

Why does AI say the wrong thing about us?

It mixes many sources, including old pages and other sites. If your own pages disagree, AI may pick the wrong one.

Can you make ChatGPT correct its answer?

Not directly. We fix the sources AI relies on, publish one approved version, then re-check the answers.

Which facts do you check first?

The riskiest ones: prices, rates, health or product claims, eligibility rules and legal terms.

Do we approve every correction?

Yes. Your named reviewers approve every claim before anything goes live.

Know every wrong fact before your buyers do.

Book a strategy call →