Live Search vs Model Memory

An AI tool can know about your store in two fundamentally different ways, and the difference determines how quickly you can change what it says. With live search, the tool runs a web search at the moment of the question, reads the top results, and composes its answer from them — so it sees your page as it is today. With model memory, the tool answers from what it absorbed during training, which is a snapshot that's months old and heavily weighted toward sites that were widely mentioned and linked when the snapshot was taken.

CataSEO reports the basis for each AI answer because the fix is different. A live-search miss means your page either didn't rank for the question or wasn't readable once retrieved — both fixable in weeks, and the next question will trigger a fresh search that can find the fixed page. A model-memory miss means the model had never heard of you when it was trained; no page edit will change that until the next model version, and what moves it is authority and mentions across the web over time. Most tools now use live search for shopping questions, which is why Visibility Optimization can show results quickly — but the basis column tells you when you're up against memory instead.