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.
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SEO
Crawling, content, and measurement
Reporting and practical analysis for technical, on-page, content, and publishing decisions.
AEO & AI Search
Answers, citations, and visibility
Platform changes, retrieval behavior, source attribution, and measurement without unsupported promises.
Research
Tests, methods, and evidence
Original protocols, observations, evidence reviews, and the limits on what each result establishes.
Workflows
APIs, automation, and verification
Implementation stories with reproducible inputs, failure states, evidence, and stopping conditions.
Complete archive
Every story, newest first
Open a story for its complete evidence, examples, limitations, author information, and reader discussion.
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ChatGPT Converts Long Pastes to Attachments: Update Your Evidence Workflow
ChatGPT now converts pastes longer than 10,000 characters into attachments. Preserve versions, line references, extraction checks, and privacy boundaries.
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Google Business Profile Without a Website: What You Can Verify
A website is not listed as a Google Business Profile eligibility requirement, but eligibility, verification, accurate profile data, and a website serve different jobs.
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You.com Answer API: Audit a Cited Answer from One Search
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.
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Claude inference_geo: Separate Inference Location from Data at Rest
Claude inference_geo can control eligible inference processing, but it does not replace workspace data-residency settings. Verify both layers and provider-specific limits.
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Claude Skill and Plugin Scanning: What a Pass Does Not Protect
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.
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Gemini Imagen Shutdown: Migrate Image Tools Before August 17
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.
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August 2026 Google Ranking Volatility: Diagnose the Drop Without Inventing an Update
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.
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News Subscription Labels in Google AI Search: What Publishers Can Verify
Google launched subscription labels in AI Overviews and AI Mode. Publishers can verify onboarding, recognition, destination behavior, and bounded observations.
A useful standard
What every story should make clear
SearchEngineAnswer is an independent publication. Stories should help a reader understand what changed, what the evidence supports, and what to do next.
The reader job is explicit
A story should answer a focused question or support a concrete decision rather than merely announce a topic.
Sources remain inspectable
Material facts stay close to current primary documentation, reproducible evidence, or clearly attributed reporting.
Updates retain context
Meaningful changes, uncertainty, corrections, and publication dates remain visible so readers can judge freshness.
References and next steps