AI Search Visibility Bench

Test whether your site gets cited by ChatGPT and Perplexity on real buyer questions

Problem

One team spent two months asking 20 real buyer questions to ChatGPT and Perplexity and found their site ranked first on one question and was invisible on 17 others. Most GEO advice is vague and there is no cheap, repeatable way to measure this.

Solution

Enter a set of real buyer questions, and the tool queries multiple AI search engines one by one, recording which sites get named and cited. It produces a visibility baseline, competitor comparison and improvement priorities showing raw answers and sources instead of a black-box score. Schedule re-runs to track change.

Users

SaaS and ecommerce teams doing AI search optimization, content marketers, SEO consultants

MVP

Question set entry; query ChatGPT/Perplexity APIs; extract cited sites and flag self vs competitors; visibility summary with historical comparison; export report

Revenue

Usage-based subscription (monthly quota plus overage); consultant tier with multi-project and white-label reports

Why now

GEO is hot but tools stay at vague scoring while the measurement approach was just publicly validated; an indie dev can assemble a credible benchmark from APIs