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Solutions

Products in AI answers

Import a product catalogue and measure shopping questions. GeoFolks stores answers, mentions, competitors, and disclosed sources, without automatic price or stock verification.

Check shopping questions View an e-commerce example
Catalogue and technical data Price and availability: current scope Comparison questions
Visualization for the page: Products in AI answers
Business problem

Catalogue and technical data

A project stores products, variants, and data imported from a file or feed URL. The site audit can assess selected technical signals and structured data.

There is currently no complete automatic comparison of all store, feed, and external-catalogue attributes. The report should identify the source of each signal used.

Scenario

Price and availability: current scope

A price or availability statement can be seen in the raw answer if the model included it. The project catalogue can also store offer data from an import.

GeoFolks does not currently compare model answers with current prices and stock automatically or label such discrepancies as confirmed errors.

Scenario

Comparison questions

The measurement scope can include shopping and comparison questions. Answers store brand presence, position, and detected mentions of configured competitors.

The full text supports manual review of the reasoning. The system does not yet reliably extract why a specific product “won”.

Scenario

Reviews mentioned in an answer

If a model mentions a review or review site, it can be checked in the full answer and disclosed citations.

The platform does not currently collect a complete product-review corpus, compare it with the answer, or build automatic narrative clusters.

Scenario

Cited merchant sources

Sources returned by the provider are stored and grouped by domain. This can reveal comparison sites, marketplaces, and catalogues in the measured sample.

The list covers disclosed citations only. It does not prove that a domain caused a product recommendation.

Scenario

File or feed import

Products can be imported from a file or a provided feed URL. Import simplifies project-scope setup.

There is currently no scheduled automatic feed synchronisation. Catalogue changes require another import.

Scenario

Products in project scope

The workspace stores a product catalogue and includes an offers view based on run data. Question results can be analysed in the active project context.

There is not yet a complete dashboard for every product with its own score, lost-comparison analysis, and automatic data-gap assessment.

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Next step

Check product visibility

Import a product catalogue and measure shopping questions. GeoFolks stores answers, mentions, competitors, and disclosed sources, without automatic price or stock verification.

Check shopping questions Discuss the scope