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Count AI answer mentions and official citations separately with Python

A brand can appear in an AI answer while the citations point entirely to other sites. A URL can also appear among the sources even when the answer does not name the brand. When auditing AI search, store both signals and keep collection errors out of the denominator. This article was prepared by The…

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  1. 2026-11-09 08:34 · DEV Community — AI
    Count AI answer mentions and official citations separately with Python

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