What does AI tell your B2B buyers about you?

A 90-second functional diagnostic. We ask ChatGPT, Claude, and Gemini four real buyer questions about your company — verbatim — and score the answers across four dimensions. No signup for the headline score. The full report (verbatim transcripts + a prioritized fix list) is emailed if you want it.

How it works

  1. Enter your company name and domain. No signup, no credit card.
  2. We query the three major LLMs in parallel. Each one gets four standardized buyer questions about your company.
  3. We score the responses on four dimensions. Discovery, Brand Accuracy, Competitive Position, Recommendation — each 0–100.
  4. You see the headline score on this page. If you want the verbatim transcripts and a prioritized fix list, we email those over.

The four questions we ask every LLM

  • What does [your company] do?
  • Is [your company] a good fit for a B2B buyer looking for [your primary category]?
  • Who are [your company]'s main competitors?
  • Would you recommend [your company] for a B2B distributor looking for [your category]?

The questions are verbatim what a buyer would type into ChatGPT today before contacting you. Nothing fancy. That's the point.

The four dimensions we score

  • Discovery (0–100). Did the AI know your company exists? Did it get the basic facts right — industry, geography, what you sell?
  • Brand Accuracy (0–100). Did the AI describe your products, services, and positioning correctly? Or is it making things up about you?
  • Competitive Position (0–100). Did your company appear when the AI listed competitors in your category? With favourable framing, or as a footnote?
  • Recommendation (0–100). When a buyer asks "who should I buy from?", does the AI recommend you — or someone else?

What this check does NOT do

This is a functional read of what LLMs say about you today. It is not an SEO audit, not a rank tracker, not a website crawler, and not a substitute for the paid Commerce Operating Audit. If AI visibility is one symptom of a deeper problem — your stack, your data, your operating model — the Commerce Operating Audit is the right next step.

Ready when you are

Run the free check above. Or book a 30-minute conversation if you'd rather walk through it with an operator on the other side of the table.

Built by Rudy Abitbol · Montréal · No pitch deck.