GEO, LLM SEO, AI search visibility, and tools for tracking whether products appear in AI answers.
AI visibility does not begin with prompt tricks, schema hacks, or proprietary GEO scores. It begins with the same durable work that makes a product discoverable in any search context: useful pages, crawlable structure, clear entity definitions, and trustworthy evidence. What changes with AI-driven discovery is an added layer — the need for pages that…
If you have spent any time researching search visibility in the past year, you have encountered a cascade of acronyms: SEO, AEO, GEO. Each comes with its own set of consultants, tools, and breathless predictions about the death of the previous approach. For a solo founder or small growth team trying to get their product…
At some point after launching a product, most founders ask a version of the same question: “Does ChatGPT know we exist?” It is a reasonable thing to want to know. If buyers are using ChatGPT to find tools, get recommendations, or compare alternatives — and many are — then being named or omitted matters for…
If your product is launching into a category where buyers ask AI systems for recommendations, you need to know whether those systems are surfacing you — and whether what they say is accurate. That is the promise of GEO tooling. The problem is that “AI visibility” is not one metric. Depending on your team’s situation,…
When you launch a SaaS product or AI tool, the question used to be simple: can people find you on Google? Today, buyers also ask ChatGPT for tool recommendations, check Google AI-generated summaries before clicking anything, read comparison posts on Reddit, and skim AI-curated roundups before they ever land on your website. Generative engine optimization,…
If someone on your team just asked whether adding an llms.txt file to your website will improve your Google Search rankings, the answer is no. Google has clarified — as reported by Search Engine Land — that llms.txt files do not affect Google Search rankings, either positively or negatively. You do not need to open…
Next-question intent is a planning tool, not an AI ranking secret. The idea is simple: after someone asks an initial question, what are they likely to ask next before they can make a decision, complete a task, or trust the answer? Building content that addresses those follow-up questions makes pages more complete and more useful…
AI search is not creating a separate ranking system you need to game. It is making the old separation between paid search, organic rankings, and content strategy less useful as a planning framework. A buyer researching a purchase may encounter an AI-generated summary, organic links, ads, reviews, and comparison content in a single session —…
Bing Webmaster Tools has added a set of AI visibility reporting features: Intents, Topics, Citation Share, and Compare. For site owners who care about how their content performs in AI-shaped search, this is a practical addition worth checking. For everyone else, it is an early signal of where webmaster analytics are heading. What Launched According…
Google AI Overviews — the AI-generated answer blocks that appear above traditional search results for some queries — are expanding. For small teams that depend on organic search for discovery, the practical question is not whether this is good or bad for search. It is: what should we change in our content workflow right now?…