Free AI-Readiness Gap Analysis
Send us one product page. We’ll show you what an AI agent can answer about it, what it can’t, and exactly which gaps cost you the recommendation. No fluff score. A real fix list.
We scan thousands of customer discussions, expert reviews, and forums – mapping real questions shoppers ask, quantifying buyer segments by market share, and extracting the exact language they use.
Pick a page that matters. A hero product, a tricky category, whatever you want answered.
One parameter by one, against the category research, the consumer research, and the questions AI agents actually field.
Verified gaps, ranked by buyer impact, with a clear what-to-do-first. Yours to keep, whether or not we work together.
