... answerability, entity coverage, citation readiness then prints the specific fixes that move the needle. Who it's built for (three roles find yours): 1) You run your own storefront (Shopify / Amazon / cross-border). Your product pages need to be quotable by ChatGPT, Perplexity and Copilot the same way they once needed to be crawlable by Google. This tells you, page by page, what's blocking that. 2) You do SEO/GEO for clients (agency or freelancer). You need a check that ...

... social proof) When would you personally feel ready to launch on Product Hunt? What would be your minimum requirements? Comment from Nika(@busmark_w_nika): @dinocorreia  To be honest, for now, I was able to find only one competitor of my product. So maybe people do not want it so much. Let's see how good I can be at selling the problem and then selling the solution :D Comment from Konstantin Tikhaev(@konstantin_tikhaev): @busmark_w_nika ... ... would be: A stable core product A clear landing page and positioning Real users who have used the product before launch Basic analytics to measure what happens after launch A strong reason for people to choose this product over alternatives

... evaluate whether to trust a source. But there are a few things that have changed quite a bit; keyword density and backlink volume don't directly translate to AI citations. LLMs (especially Claude, Perplexity, GPT) prefer content that's quotable, self-contained, and opinionated And then there's the distribution problem. AI engines are pulling from Reddit, Substack, Medium, third-party mentions, and places that traditional SEO never really cared about. That's where GEO diverges the most sharply ...

... unique and often hilarious sayings from my children. Maybe something simple as quotes from family and friends can help us stay connected to each other. If you or anyone you know enjoy saving little gems of wisdom or anything quotable, check out my project at: https://mygoodquotes.com ...