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Aug 10, 2026
Feature

AI-visibility reports now say when an engine could not be reached

An AI-visibility scan queries several answer engines, and until now an engine that failed simply disappeared from the report — while the methodology footer still listed it as queried. A three-engine scan could read as a five-engine one, and nothing on the page or on the API said otherwise. Reports now show a tile for every engine the scan attempted: the ones that answered carry their grade, and the ones that did not carry a plain reason instead. A missing engine is excluded from your score rather than counted as a zero, so a scan we could not complete never looks like a brand that nobody mentions. On the v1 API the report body gained engine_failures alongside engines_queried; if your integration shows coverage, read engines for what was measured.

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