Answer-engine visibility desk
News, analysis, guides, and research about AEO, GEO, AI answers, citations, retrieval, technical eligibility, entity clarity, and measurement.
From this desk
The featured page offers a strong introduction. The remaining cards help readers move through this editorial section without turning the archive into a service menu.
Read the featured guide
Check whether a passage states a bounded answer, names its evidence, exposes important limits, and remains understandable outside the surrounding page.
Latest AEO & AI Search stories
New stories are added when they contribute a verified change, method, test, or useful framework—not a citation promise.
OpenAI documented virtual try-on for clothing and accessories. In three anonymous web prompts, ChatGPT returned text recommendations and one sponsored placement, but no Try on control.
Cloudflare’s Web Search API requires provider crawler identity, robots.txt compliance and source links. Here is what publishers and AI teams can verify.
Shopify documents a Google-hosted checkout that omits standard pixels and many checkout blocks. Use this merchant audit to test eligibility, reporting, disclosures and revenue impact.
Cloudflare now offers Pay Per Crawl, Monetization Gateway and Pay Per Use. This guide maps each billable event and the audit gap in buyer-reported use.
Perplexity’s Photon infrastructure and Fast Search mode change retrieval speed and cost. Neither explains which sources become citations, so a paired benchmark is still required.
A controlled AI-search replay found more citation markers for structured source text, but no clear gain in whether a source was cited at all. Here is what publishers should measure.
A product-advice preprint found no shared displayed source domains in 76.7% of matched ChatGPT and Gemini checks. What the test means for AI visibility audits.
A CMA proposal could let general-purpose AI assistants qualify for UK search choice screens if they meet search, safety and source-attribution requirements.
Perplexity reduced tool failures with selected correction traces, but the strongest online comparison did not show a significant satisfaction gain.
A useful standard
AI answers vary by platform, query, location, account state, and time. A citation is an observation in one answer context, not a permanent ranking.
A page still needs ordinary crawlability, indexability, useful content, and accessible text before any answer system can evaluate it.
Primary sources, precise entities, dates, methods, and visible limits make a claim easier for readers and systems to check.
Referral and citation reports can document appearance. They do not prove why one source was selected or guarantee the next answer.
References and next steps
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