Mention Rate

AI visibility for SaaS — are you in the answer or the footnotes?

B2B software buyers now ask ChatGPT to shortlist tools before they ever hit a comparison site. If your product isn't in that shortlist, you're not in the deal.

Our scan runs 40 buyer questions — from "best [category]" to "[competitor] alternatives" to "is [you] any good" — across the three models, with web search on. You get a visibility score, a per-group breakdown (discovery, comparison, brand, problem), and a competitor comparison on the same questions.

The cited-sources section is where SaaS teams find the fastest wins: the models lean on the same handful of listicles and review platforms per category. We show you which ones, and whether you're on them.

The fix covers crawler access, comparison pages built for the formats models quote, Organization/Product/FAQ schema, and review-site presence. Fixed scope, re-measured after 30 days.

Competitors (optional, up to 3)

40 real buyer questions, 3 AI models, web search on, results in ~3 minutes. No signup.

Questions we'd ask for you

  • best project management software for agencies
  • Notion alternatives for engineering teams
  • cheapest way to do customer support automation

…and 37 more, across ChatGPT, Perplexity and Gemini.

FAQ

We're pre-Series A and not well known. Worth it?
That's the case where crawler access and schema move the needle most — you're not fighting for position yet, you're fighting to be readable and defined.
Do you guarantee we'll get mentioned?
No. Nobody controls model output. We fix the blockers and measure the delta on the same questions.
Can you track more than 40 questions?
The managed Track plan runs the scan monthly. The one-off scan is fixed at 40.

Want the fixes handled for you? See pricing