Data-led guides on AI visibility (GEO): how assistants cite, what actually moves citation, and how to read a visibility score and its interval.https://collimer.com/en-ushttps://collimer.com/guides/why-ai-says-it-doesnt-know-your-brand-yet/https://collimer.com/guides/why-ai-says-it-doesnt-know-your-brand-yet/A 0/100 AI-visibility score almost never means the model looked at your brand and ranked it last. It means the model has no memorized knowledge of the brand at all, a distinct failure mode that hits small and local businesses hardest, and one a grounded search path can often recover from even when the model's memory can't.Mon, 27 Jul 2026 00:00:00 GMThttps://collimer.com/guides/geo-isnt-a-saas-only-game/https://collimer.com/guides/geo-isnt-a-saas-only-game/AI-visibility work looks SaaS-shaped because that's who talks about it loudest, but the mechanism routes on the problem a searcher is trying to solve, not the vertical a business sits in. A local-fitness scan and a services agency's own numbers show the same pattern a Series B SaaS company sees.Fri, 24 Jul 2026 00:00:00 GMThttps://collimer.com/guides/if-one-ai-engine-goes-dark-mid-scan/https://collimer.com/guides/if-one-ai-engine-goes-dark-mid-scan/A pooled AI-visibility score built from five engines is only as trustworthy as its weakest disclosure. When one engine returns zero successful probes during a scan, silently pooling that silence into the survivors' rate produces a number that looks whole but was measured on a partial panel. The fix is disclosure, not a new formula.Wed, 22 Jul 2026 00:00:00 GMThttps://collimer.com/guides/how-to-measure-ai-visibility-properly/https://collimer.com/guides/how-to-measure-ai-visibility-properly/A single AI-visibility scan is a snapshot, not a measurement. Comparing two scans only means something if the engine set, the prompts, and the repetition count are all held fixed between them. Here's why, and what a trustworthy visibility number actually requires.Thu, 16 Jul 2026 00:00:00 GMThttps://collimer.com/guides/can-you-buy-ai-visibility/https://collimer.com/guides/can-you-buy-ai-visibility/Every major AI engine that runs ads keeps the ad architecturally separate from the organic answer. Paid placement buys adjacency to an AI answer, not a mention inside it. Here's the evidence, and where the budget actually belongs instead.Mon, 13 Jul 2026 00:00:00 GMThttps://collimer.com/guides/why-your-copilot-number-is-an-estimate/https://collimer.com/guides/why-your-copilot-number-is-an-estimate/Microsoft Copilot has no public API, so any Copilot AI-visibility number, ours included, is a proxy synthesized from web-search snippets, not a direct reading. What that means for how much weight to put on that one number.Thu, 09 Jul 2026 00:00:00 GMThttps://collimer.com/guides/how-five-ai-engines-decide-what-to-cite/https://collimer.com/guides/how-five-ai-engines-decide-what-to-cite/ChatGPT, Perplexity, Gemini, Grok, and Claude don't work the same way. They differ in whether they ground at all, how they return citations, and what content they reach for. A strategy that works on one may actively underperform on another.Mon, 22 Jun 2026 00:00:00 GMThttps://collimer.com/guides/schema-markup-for-ai-visibility/https://collimer.com/guides/schema-markup-for-ai-visibility/FAQPage and HowTo schema are confirmed non-levers for AI citations. SoftwareApplication schema matters for B2B SaaS on Gemini and Bing Copilot. And blocking Google-Extended doesn't do what most teams think it does.Mon, 22 Jun 2026 00:00:00 GMThttps://collimer.com/guides/three-signals-that-lift-ai-citation-rates/https://collimer.com/guides/three-signals-that-lift-ai-citation-rates/A 2024 Princeton study tested nine GEO optimizations across 10,000 queries. Three of them, adding statistics, quotations, and cited sources, each lifted generative-engine citation rates by 30 to 41 percent. Keyword stuffing underperformed.Mon, 22 Jun 2026 00:00:00 GMThttps://collimer.com/guides/what-ai-crawlers-read-on-your-site/https://collimer.com/guides/what-ai-crawlers-read-on-your-site/GPTBot, ClaudeBot, and PerplexityBot execute zero JavaScript. Content that only exists after client-side rendering is invisible to them. Making content readable by agents is a different discipline than making it readable by browsers.Mon, 22 Jun 2026 00:00:00 GMThttps://collimer.com/guides/what-is-geo/https://collimer.com/guides/what-is-geo/GEO and SEO optimize for different things: SEO targets crawl, index, and rank; GEO targets retrieval and citation inside AI-generated answers. They share some tactics, but the mechanism, and the measurement, is different.Mon, 22 Jun 2026 00:00:00 GMThttps://collimer.com/guides/why-ai-visibility-is-lower-than-you-think/https://collimer.com/guides/why-ai-visibility-is-lower-than-you-think/Most brands check one AI engine, see their name, and move on. The problem: a positive result on ChatGPT tells you almost nothing about Perplexity, and neither reading tells you whether you're being found when buyers are still figuring out what they need.Mon, 22 Jun 2026 00:00:00 GMThttps://collimer.com/guides/third-party-sources-win-evaluative-queries/https://collimer.com/guides/third-party-sources-win-evaluative-queries/When buyers ask an assistant "what's the best tool for X", the engines cite other people's pages far more than your own. Why your comparison page isn't enough, and what is.Tue, 16 Jun 2026 00:00:00 GMThttps://collimer.com/guides/brand-mentions-beat-backlinks/https://collimer.com/guides/brand-mentions-beat-backlinks/Unlinked mentions of your brand across the web track AI-search visibility far more closely than backlinks do. The evidence, the caveat, and what to do about it.Sun, 14 Jun 2026 00:00:00 GMThttps://collimer.com/guides/front-load-the-answer/https://collimer.com/guides/front-load-the-answer/Pages that state the answer in the first paragraph get cited far more often by AI assistants than pages that build up to it. The evidence, and how to apply it.Fri, 12 Jun 2026 00:00:00 GMT