The platform says a proprietary model weighs 30+ intent-driven search variables and then builds a list of 75 high search intent-based prompts for each brand. It reports which URLs and domains LLMs rely on to answer queries in a category and shows which buyer-intent stages have the biggest visibility gaps. The launch drew 177 upvotes and 9 comments on Product Hunt. The category is crowded and well funded. Profound raised $180 million in funding at a $1.8 billion valuation in September. One analysis counts over $300 million in VC funding and acquisition activity between mid-2025 and mid-2026, including Sitecore's purchase of Scrunch. Some investors also see risk from Semrush and Ahrefs bundling AI visibility into existing suites for free. For AI founders, being recommended by chatbots now works as a distribution channel in its own right. Smaller GEO tools will have to win on how clearly they turn findings into next steps and on price, not on monitoring alone, because incumbents are already bundling visibility tracking into their suites.