A whole category of software now charges £25 to £400 a month to count how often AI mentions your brand. That number barely repeats between runs, can't be acted on, and isn't what you think you're buying. Here's why mention-tracking is a vanity metric, the free five-minute test that answers the same question, and the deterministic check that's actually worth your attention.
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Almost every tool defines AI visibility as how often an AI assistant mentions your brand. Share of voice, citation counts, mention tracking. That is tracking, and it measures an output that changes every time you ask. AI visibility is the input side: whether a website can be discovered, interpreted, trusted, and safely used by AI systems at all. Here is the case for the inputs, made fairly against the strongest objections.
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In May 2026, Google quietly added an Agentic Browsing category to Lighthouse and PageSpeed Insights. It scores how ready your site is for AI agents, and one of its three checks is llms.txt, an AI Discovery File. What it measures, why there is no score out of 100, and how to pass all three.
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ChatGPT recommends barely 1% of local businesses. The rest are invisible. So which ones make the shortlist? Brewood Removals scores a perfect 10/10 for AI visibility, at the Complete conformance class, and ChatGPT independently rates it 92/100. A measured case study of exactly why a local removals firm is technically ahead of most of the Fortune 500.
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On 12 June 2026, a US government export-control directive citing national security forced Anthropic to suspend Claude Fable 5 and Mythos 5 for every user, within hours. Every other Claude model kept running, including the crawlers that read your website. What happened, why, and what it actually means for AI visibility.
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Anthropic's new flagship is free on Claude plans until 22 June 2026, then it moves to usage credits at double the price of Opus 4.8. We built a complete working tool with it from a single brief, compared it to Opus 4.8 and GPT-5.5, and worked out who should actually pay the premium.
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The SEO field's loudest voices say AI crawlers ignore llms.txt. So we put our WordPress plugin on a brand-new site and logged every bot hit. In 11 days, Meta's AI crawler and Microsoft's Bing read 8 of our 10 AI Discovery Files across 10 of those days, every request a 200. Here is the full server log, and the honest caveat about who didn't show up.
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Google I/O 2026 showed Universal Cart, agentic booking, and information agents picking which businesses to recommend on the customer's behalf. Search Engine Journal called it the new business visibility problem on 30 May. Six named industry experts agree there is a problem. Nobody is connecting the answer. The fix is already a published standard, and it is deployable today.
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Google's new AI Search Optimization Guide says you don't need llms.txt to appear in AI Overviews. The SEO field read that as "AI Discovery Files are a waste of time". That is a much broader claim than Google made. The narrow answer Google gave is correct. The broader reading is not. Here is what the file is actually for.
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A week after Lockerfella topped ChatGPT and Gemini for "Brewood Locksmith" with zero backlinks, we sat down with the locksmith. He had never heard of AI Discovery Files. Here is what AI Visibility actually delivers for a small business owner, and the five questions every owner should ask their builder.
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Lockerfella.co.uk launched three weeks ago. Zero backlinks, no Google authority, barely indexed. It's already the #1 result on ChatGPT and Gemini for "brewood locksmith". The full case study, with screenshots: AI Discovery Files, full schema on every page, and content only a real local could write.
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ChatGPT, Claude, Gemini, Copilot, and Perplexity all cost £16 to £19 a month. For writing emails, quick answers, and everyday home admin, which one is actually worth paying for? We compare features, prices, strengths, and trust, then name the ones we recommend.
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AI search engines don't think, they retrieve. This is the full retrieval pipeline that ChatGPT, Claude, Gemini, and Perplexity run every time you ask a question, and what it means for whether your website gets cited.
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Anthropic's Claude Mythos Preview can autonomously discover zero-day vulnerabilities in every major operating system and browser. It scores 93.9% on SWE-bench. And Anthropic won't release it to the public. Here's what it is, who has access, and what it means for your website.
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AI search traffic converts at 5x the rate of traditional search, but most websites are invisible to it. These are the three steps we used to put a three-week-old site at #1 on ChatGPT and Gemini: open the door to AI crawlers, declare your identity in machine-readable form, and keep it consistent everywhere AI checks.
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What is AI Visibility, how does it differ from SEO, and why are most tools measuring the wrong thing? In this expert Q&A, Mark McNeece explains what businesses actually need to do to be understood by AI systems.
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Our Q2 2026 crawl of 1,905 top websites shows AI Discovery File adoption rising across every metric. llms.txt grew from 3.8% to 4.9%, Schema.org jumped to nearly 30%, and major brands including NVIDIA, Dell, and ASUS now rank among the most AI-ready sites on the web.
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We crawled nearly 2,000 top websites to measure AI Discovery File adoption. 6.5% have at least one file, but 56% of those files are invalid. Quality, not awareness, is the real gap.
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An estimated 27% of websites unintentionally block AI crawlers through CDN rules, WAF settings, or broad robots.txt directives. This technical checklist covers every barrier we see and how to fix each one.
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A practical, step-by-step tutorial for creating your first llms.txt file. Covers the required format, common mistakes, and how to verify it works with ChatGPT, Claude, and other AI systems.
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AI Discovery Files are machine-readable files that tell AI systems who you are, what you do, and how to cite you accurately. This guide explains all 10 files, which ones you need, and how they work together.
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SEO helps search engines find you. AI Visibility helps AI systems understand you. They solve different problems, target different systems, and require different signals. Here's how they compare and why you need both.
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If AI systems are answering questions about your industry, your website needs llms.txt. This guide helps you decide whether to implement it now, and what happens if you don't.
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