Cited Is Not Recommended: An AI Visibility Measurement Protocol
A preregistered method for measuring whether an entity is cited as evidence, explicitly recommended, merely mentioned, or absent in AI answers.
SearchEngineAnswer
Founder & Editor · SEO Champion
SEO Champion | Google News, Google Discover & AI Search Expert | Founder of MustHave.ai, Abdessalam.ai & SearchEngineAnswer.com
Experience: Google News, Google Discover, and AI Search specialist; founder of MustHave.ai, Abdessalam.ai, and SearchEngineAnswer.com.
Research, guides & workflows
Evidence-led articles for publishers, marketers, founders, and SEO practitioners who need a clear decision—not another pile of terminology.
A preregistered method for measuring whether an entity is cited as evidence, explicitly recommended, merely mentioned, or absent in AI answers.
ChatGPT now converts pastes longer than 10,000 characters into attachments. Preserve versions, line references, extraction checks, and privacy boundaries.
A website is not listed as a Google Business Profile eligibility requirement, but eligibility, verification, accurate profile data, and a website serve different jobs.
You.com says its Answer API performs one search and returns a citation-backed answer. Preserve the response, map citations to claims, and audit source support.
Claude inference_geo can control eligible inference processing, but it does not replace workspace data-residency settings. Verify both layers and provider-specific limits.
Anthropic added beta scanning for Claude skills and plugins. Use pass, warn, and fail as triage signals while preserving review for exclusions and runtime behavior.
Google is shutting three Imagen 4 API model IDs on August 17, 2026. Migrate production image workflows to Gemini image generation with a measured cutover and rollback.
Google has not confirmed an August 2026 ranking update. Use this evidence-led incident card to test technical changes, demand, indexing, and Search Console patterns before changing the site.
Google launched subscription labels in AI Overviews and AI Mode. Publishers can verify onboarding, recognition, destination behavior, and bounded observations.
How the work is produced
SearchEngineAnswer separates documented facts from interpretation, shows important limits, and keeps meaningful corrections visible.
Current primary documentation is preferred for material facts and product behavior.
Recommendations include their scope, uncertainty, tradeoffs, and known limitations.
Each page aims to add a framework, test, checklist, tool, or example readers can use.
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