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Answers and sources

Review stored questions, answers, mentions, citations, and run metadata. Coverage depends on what each provider returns.

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Answer explorer Disclosed sources Facts for manual verification
Visualization for the page: Answers and sources
Product view

Answer explorer

The list can filter answers by intent, model, brand presence, and mention character. Details show the question, raw answer, sources, and run data.

The list currently has no separate product or market filters. Market comes from the active project scope.

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Disclosed sources

The explorer groups domains from citations returned by the answer provider and links to the answers where they appeared.

A missing citation does not prove that a model did not use a source. This is a record of disclosed sources, not a complete map of training data or answer causality.

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Facts for manual verification

The full answer and the brand canonical facts provide material for a manual comparison. Correct facts can be stored in brand settings and a discrepancy handled operationally.

The real collector does not currently detect errors in offers, prices, locations, or product features automatically.

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Mention context

A context fragment and automated answer character are stored with a mention. Users can return to the full text and compare later runs.

The platform does not yet group recurring narratives into persistent topic clusters automatically. That conclusion requires manual answer review.

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Differences between providers

Answers can be compared by configured engine, brand presence, position, competitors, and disclosed sources.

The comparison covers the API channels used for measurement. It should not automatically be treated as the behaviour of the provider’s consumer application.

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Evidence traceability

Every conclusion in GeoFolks can be traced back to the raw data: prompt, model, full answer, citations, and measurement date.

We do not ask you to take our word for it — your team and leadership can independently check the basis of every claim.

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Product Measure and improve visibility

GeoFolks brings stored model answers, cited sources, competitor mentions, and a recommendation plan into one workspace.
Product GEO assessment and monitoring

The process covers scope setup, answer collection, scoring, reporting, and recommendations. Data availability depends on configured measurement providers.
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Repeated runs show changes in score, brand presence, recommendations, cited domains, and competitors. They do not automatically prove what caused a change.
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Inspect the evidence in context

Review stored questions, answers, mentions, citations, and run metadata. Coverage depends on what each provider returns.

View an evidence example Discuss the scope