Rambo Peng

@pengrambo3 @david_X1Zxr Thanks, David — that distinction makes sense. For products in regulated or trust-heavy categories, I can see AI visibility being less about raw ranking and more about whether the model has enough reliable context to mention the brand accurately. Comparing SERP presence with actual AI citations should be useful for spotting those gaps early.

Useful angle here. Pulling keyword, competitor, backlink, and AI-visibility data directly inside Claude/Cursor/Codex feels especially practical for teams that already plan content and technical SEO in their dev workflow. I’d be curious how you separate traditional SERP tracking from AI-answer visibility over time.