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Articles from TheAEOWire tagged "AI visibility".
A new preprint finds limited overlap between sources shown by chatbot interfaces and their APIs. AEO reports need to state precisely what they observe.
Read more: A September AI shopping audit exposes the gap between API tracking and consumer answersCloudflare documents new defaults for September 15 and broader treatment of mixed-purpose crawlers. For publishers, AI visibility now needs an infrastructure audit.
Read more: Cloudflare's new AI bot policies put crawler access on the AEO agendaGemini 3.8 Live is rolling into Search Live. The AEO implication is a need to test spoken questions, visual context and follow-ups as distinct experiences.
Read more: Google's Search Live upgrade makes conversational visibility harder to measureAhrefs brings its keyword database to AI visibility tracking, with two distinct products — a pre-built index and a custom-prompt tracker — and a pricing page that lists two different starting prices.
Read more: Ahrefs Brand Radar review: AI visibility built on a 449-million-prompt search indexWhat published research says about how AI answer engines choose sources, where AI referral traffic is heading, how the engines differ, and what still cannot be measured.
Read more: The State of AI Visibility in 2026Why TheAEOWire is running its own citation studies instead of just reporting on other people's, and how we plan to pre-register methods, publish raw data, and correct ourselves in public.
Read more: Inside our AEO study program: what we're testing and howScrunch bundles AI-answer monitoring with an 'Agent Experience Platform' that serves AI crawlers a structured version of a site, a feature most trackers in this category don't attempt.
Read more: Scrunch AI review: visibility tracking paired with an AI-facing version of your siteHealth leads on AI answer coverage, marketplaces and IT on referral traffic. But published studies disagree sharply on the size of those leads, and the reasons are methodological.
Read more: Which industries get cited most in AI answers? What the public data showsThe best-funded name in AI visibility tracking now sells exactly two plans: a 7-day free trial and a custom Enterprise deal, with nothing published in between.
Read more: Profound review: enterprise AI visibility tracking with no public mid-tier priceRetrieval, query fan-out, freshness and authority: what the platforms document, what independent studies have measured, and what is still hypothesis.
Read more: How AI answer engines choose which sources to cite: what the evidence saysReddit's dominance of AI citations follows two paid data-licensing deals, one with Google worth $60 million a year and one with OpenAI, that feed its content directly into the models people ask questions.
Read more: Why Reddit shows up so often in AI answersA Berlin-built AI visibility platform that scrapes AI interfaces the way a real user sees them, with citation and brand-perception features aimed squarely at marketing teams.
Read more: Peec AI review: share-of-voice tracking built on browser sessions, not APIsGoogle says optimizing for its AI features is still SEO. The evidence largely agrees on the foundations, and diverges on how visibility is won, measured and turned into traffic.
Read more: AEO vs SEO: what's different, and what still mattersA four-engine AI visibility tracker that starts at 29 euros a month, with Claude, Gemini, and Google AI Mode sold as add-ons rather than built in.
Read more: Otterly.AI review: the cheapest serious entry point into AI search monitoringThe framework behind every AEO tool review on this site, and an upfront note on what a launch-week desk review can and can't tell you.
Read more: How we review AEO toolsA dozen published studies compare how AI engines cite the web. They agree the engines diverge and disagree on almost everything else. The methods explain most of the gap.
Read more: ChatGPT, Gemini and Perplexity cite the web differently: a review of the published comparisonsSearch Console's new generative AI performance report and a control to block AI grounding are now live worldwide, after a UK-only test that began in June.
Read more: Google rolls out AI Overviews reporting and an opt-out toggle to every websiteAnthropic's browser extension is now generally available on every paid Claude plan, with new safety classifiers the company says hold prompt-injection attacks close to zero.
Read more: Claude in Chrome exits pilot, letting Claude act in the browser without step-by-step approval
