What it tests
An AI search visibility audit is not a generic SEO crawl. It is a prompt-level test of how AI answer engines construct buyer shortlists in your category.
Prompt clusterBrands surfacedVisibility gap
Best tools
Category leaders and familiar incumbents
Your SaaS may be missing from the first shortlist.
Alternatives
Competitors framed as replacements
You may lose buyers comparing against a known product.
Integrations
Tools with clear workflow pages
AI engines may not connect your product to a high-intent use case.
Sample finding
A B2B SaaS can rank for its own brand but still disappear when buyers ask "best tool for [workflow] with [integration]." That is the gap this audit is built to find.
Get one prompt tested: submit your SaaS on the free finding form.