AI systems don't rank pages. They interpret products. See exactly what they understand, where that understanding breaks, and why they hesitate to recommend.
No signup · No optimization · Just diagnosis
Every SEO tool asks "how do you rank?" We ask something fundamentally different.
Add structured data. Follow checklists. Chase scores. Treat AI like another search engine to game.
AI reads your page and constructs an understanding. If that understanding is fragmented, no optimization can fix it.
Longer descriptions. More keywords. More pages. Flood the system with signals.
When product meaning is cluttered, AI doesn't try harder. It moves on. Noise isn't ignored — it's penalizing.
Before AI can recommend your product, it must understand it. Before it can convert a user, it must select it. Each stage is a gate.
AI reads your product page and constructs a mental model. What is this product? Who is it for? What problem does it solve? If this step fails, nothing downstream works.
From hundreds of options, AI narrows down. Products with clear, coherent meaning survive this filter. Ambiguous products get quietly dropped.
AI recommends with confidence only when understanding is complete. Partial understanding produces hedged, weak recommendations that users skip.
No pass/fail. No points. Just a clear view of how AI currently interprets your product — and where it gets lost.
This tool is built on a different set of beliefs about what products need in an AI-mediated world.
We show you what's happening. We don't tell you what to change. Diagnosis must come before prescription.
Your product's meaning is scattered across pages, reviews, and specs. No one owns the complete picture — especially not AI.
More content, more tags, more data — none of it helps if the core meaning isn't coherent. AI rewards clarity, not volume.
You can't fix what you can't see. Most brands have never seen how AI actually interprets their product. This changes that.
The brands that win in an AI-mediated world won't be the ones who optimize the best. They'll be the ones who are understood the best.
Product meaning is becoming the most important asset a brand owns — and right now, almost no one is paying attention to it.
Paste any product URL. Get an instant diagnostic of how AI currently understands your product.
No signup · No optimization · Just diagnosis