Tool to test brand presence across major LLMs
Solves a real new problem, but the market is barely formed and validation is weak.

It treats LLM outputs as a new acquisition channel and backs that insight with real-time scans, an AI visibility score, alerts and auto-generated content aimed at sources LLMs trust (Reddit/Quora/Medium). The execution reads product-grade, but the landing leans on bold claims (human publishing network, +47% lift) with little methodological transparency and potential platform/ethics risk around gaming AI recommendations — I'd want more proof and clarity before committing budget.
Marketing teams, growth/SEO professionals, startup founders, brand managers
Solves a real new problem, but the market is barely formed and validation is weak.
AI SEO scanner when the underlying recommendation mechanics are still opaque.
AI representation auditing for SaaS, but the category already has SEO/discovery tools.
Finally, a dedicated tracker for the new SEO frontier: AI citations.
Tracks citations and sentiment across ChatGPT, Claude, Perplexity, Gemini and others, then surfaces gaps where competitors get mentioned but you don't (Battlemap) and prescribes concrete content edits (Hikoo Analyzer + Elevate). Smart product-market fit — GEO is an under-served spin on SEO — but the landing leaves open how data is collected, how often audits run, and whether recommendations actually move the needle at scale.
GEO audit tool for AI citations when BrightEdge and MarketMuse already exist.