Every finding connects to captured evidence and a practical next step.
AI Buyer Visibility Audit
See what AI tells buyers about your company before your competitors do.
We test the questions real buyers ask, capture the answers and citations, compare your visibility with competitors, and show exactly what to fix.
The deliverable
Evidence a founder or marketing team can act on.
This is a fixed-scope engagement. It does not promise control over AI answers. It establishes a reproducible baseline and repairs the public information those systems can use.
Every finding connects to captured evidence and a practical next step.
Every finding connects to captured evidence and a practical next step.
Every finding connects to captured evidence and a practical next step.
Every finding connects to captured evidence and a practical next step.
Every finding connects to captured evidence and a practical next step.
Every finding connects to captured evidence and a practical next step.
Every finding connects to captured evidence and a practical next step.
Best fit
Complex B2B products where one customer is valuable.
Start with software, healthcare technology, observability, streaming, AI infrastructure, security, and agencies serving technical companies.
20–500 employees
$10K+ customer value
Public product site or documentation
Long research-heavy buying cycle
Competitive category
After the audit
Fix what matters, then measure again.
Documentation, schema, FAQs, comparison pages, citations, llms.txt, OKF, and publishing improvements.
Repeat the buyer-question set and report changes in accuracy, citations, and recommendations.