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Can buyers and AI assistants actually describe your product?

Buyers increasingly ask an assistant "what should I use for X" before they ever reach your site. Whatever your public pages make easy to verify is what gets repeated back. This check walks the five things that decide whether your product is describable at that moment - or whether the default incumbent gets named instead.

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This local self-check does not submit your URL. It gives a partial result only; the paid diagnostic verifies the sources, buyer questions, competitor frame, and fix list.

Product URLCategory

What can a buyer or AI answer surface verify today?A buyer can ask a specific problem question and find you without searching your brand name.If only brand searches find you, the buying moment is probably owned by incumbents.Your pricing, limits, security, docs, and support path are each visible from one buyer-facing page.AI answer surfaces and human buyers both struggle when proof is scattered across thin pages.You name the nearest incumbent, cheaper substitute, and internal-workflow alternative.A vague category claim makes the buyer compare you against the default tool in their head.You answer one migration, cost, compliance, or time-to-value objection before the CTA.Unanswered objections reduce checkout intent even when the problem is real.Important claims are grounded in dated public sources or product evidence.Ungrounded claims can look like marketing copy instead of a decision aid.

0/5 verifiedHigh diagnostic value

For your product page in developer tool: Your page likely needs a buyer-question map before outreach. The paid diagnostic should find the highest-value gap first.

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What this tells you, and what it does not

It is a self-assessment

Nothing is submitted and your URL is not fetched or analysed. You answer five questions about your own public pages and the result reflects your answers. That makes it instant and private; it also means it cannot catch what you have not noticed.

It measures describability, not ranking

These five criteria are about whether a buyer or an assistant can state your pricing, limits, competitor position and objection answers from public evidence. That is upstream of search ranking and separate from it - a page can rank and still be unquotable.

Missing items are the useful output

A clean result does not mean there is nothing to do; it usually means the open question is framing rather than proof. Three or more gaps is the case where an outside read pays for itself, because the gaps compound at the moment of comparison.

If you want it fixed rather than measured

The paid Vendor Brief verifies your pricing against official sources, maps the objections buyers actually raise, frames you against the nearest incumbent and cheaper substitute, and delivers a decision page you can reuse in sales. Fixed scope, four working days, one review window on day three.

See the Vendor Brief scope and price See a sample proof pack

ToolPick is an independent comparison site. A vendor engagement never changes how a tool is rated or ranked in our comparisons.