Compare equivalent businesses

Open the competitor view in KI-Sichtbarkeit and confirm the domain and market. A manufacturer, marketplace, and specialist retailer can all appear in one answer while serving different roles. A similar name is not enough to establish a direct competitor.

Follow the answer back to its source

Use the answer and sources views to inspect the actual citation. Read the linked page, its publication context, and the product or business it describes. An AI answer can mention a shop without linking to it, or cite a source that does not fully support the statement you expected.

Turn a comparison into an investigation

Ask what the cited page makes clear that your equivalent page does not. Useful differences include a precise compatibility table, an explained use case, a clear category page, or an accessible delivery policy. Improve missing substance on your own site rather than copying a competitor's claims or increasing brand-name repetition.

Treat missing evidence carefully

A source that was not captured, a blocked page, or an ambiguous entity is a limitation in the observation. It does not prove that the competitor lacks information. Check the sample and source before deciding whether a content change is worth making.

Improve your shop after an AI visibility measurementReview competing retailers and their evidenceBlocked pages, robots rules, and crawl access

Technical details and methodology

For the collection steps, eligibility rules, calculation units, and limits behind this workflow, use the implementation-reviewed technical guides below.

Citations, competitor evidence, and content opportunities