AIMarketingSaaS

AI Answer Visibility Probe

See whether ChatGPT and Claude mention you when buyers ask, and who they cite

Problem
One team systematically checked and found ChatGPT and Claude never mentioned them across 29 simulated buyer questions, then dug into how the models pick sources. As buyers increasingly ask AI directly, being absent from generated answers is being silently invisible.
Solution
Enter the questions your buyers actually ask plus your brand name, and the tool periodically runs the major models to report mention rate, competitor share of voice, and the sources being cited; it then suggests where to publish content — forums, docs, review sites — to get picked up.
Users
Marketers at small SaaS and consumer brands, indie developers, and content operators relying on organic acquisition
MVP
Question-set management and scheduled runs; brand vs. competitor mention dashboard; cited-source list; archived answer snapshots to track model drift; weekly email report
Revenue
Monthly subscription tiered by question count and run frequency; a one-off brand audit report as the lead magnet
Why now
More people bypass search and ask AI directly, so brand visibility moves from SEO to being cited in generated answers, yet small teams lack an affordable self-checking tool.

Source discussions · 2

  1. Reddit[r/SaaS] I tracked what ChatGPT and Claude actually read before naming products. Here's the loop we use now (the "Veltrano loop")
  2. Reddit[r/SaaS] People sign up for my app and then vanish. What actually got your users to stick around?
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