If you build an AI product in 2026, one question comes up quickly: “Will it show up when someone asks ChatGPT or Perplexity for a recommendation?” The honest answer is: sometimes, eventually, if the right conditions are met — and you can influence those conditions, but not control them directly. This guide explains how AI…
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,…