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Direct answer

First verify the claim against a current authoritative source. Save the stored answer, prompt, provider, model, date, and cited URLs. Correct inaccurate information on sources you control and contact third-party publishers when appropriate, then monitor comparable future runs. Qwairy cannot directly edit a provider’s output.

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Data required

You need the exact stored answer, configured prompt, provider and model, run date, citation URLs, an approved factual source, the accountable owner, and a stable monitoring cohort. For sensitive legal or safety claims, involve the appropriate reviewer.

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Workflow

1

Verify the discrepancy

Compare the answer with a dated, approved source of truth. Distinguish false, outdated, ambiguous, and opinion-based statements.
2

Trace available evidence

Inspect recorded citation URLs and relevant public pages. A citation may help locate a source, but it does not prove that the provider derived the claim from it.
3

Correct authoritative sources

Update inaccurate owned content through its normal review process. For third-party content, request a correction with evidence rather than making unsupported attribution claims.
4

Monitor comparable runs

Keep the original prompt and filters, review later stored answers, and record whether the claim persists, changes, or disappears.

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Interpretation

A corrected public page followed by a changed answer is an observed sequence, not proof of causation. A mention and a citation are separate: a claim can mention your brand without citing your domain, and a source URL can be recorded without a brand mention.

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Possible next actions

  • If the cited source is outdated, test a correction at that source or publish a dated first-party clarification.
  • If no source is recorded, test whether your authoritative fact is easy to find and unambiguous in public materials.
  • If the claim varies by provider or model, maintain separate evidence records for each affected cohort.

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Limitations

Providers control their outputs, retrieval, and update timing. No source change guarantees correction or persistence. Qwairy observes selected stored answers only and cannot establish exactly which source or process produced a claim.

Analyzing Answers

Review stored answers and available context.

Exports

Preserve a filtered evidence set.

GEO guide

Read additional background guidance.

What AI says

Locate material claims in stored answers.

Websites influencing answers

Investigate recorded sources without assuming causation.

Choose what to create

Plan an evidence-led content hypothesis.

Perception versus positioning

Track broader narrative alignment.