Find out how AI answer engines see your brand

An LLM citation audit is a check of whether AI answer engines (ChatGPT, Perplexity, Google AI Overviews, and Gemini) cite your brand, and whether they get you right, for the terms your buyers actually search. This one is free.

More buyers now ask an AI tool before they ask Google. If the answer names a competitor instead of you, or gets your facts wrong, you never hear about it. We’ll show you where you stand today and the handful of changes that close the gap fastest. Written by people. Built for authority.

Adam Oakley Sarah Damron

Tell us where to look. A real person runs the audit and emails you back.

What this work produces

Real client programs, anonymized. We run the same audit on our own site first.

138

top-3 Google rankings for a national manufacturing brand

2×+

organic traffic has more than doubled since the engagement began

40%+

growth in ranked keywords for a boutique M&A advisory client

Trusted by enterprise brands since 2011

  • Microsoft
  • Henkel
  • Nordstrom
  • Campaign Monitor
  • Mercer
  • ManpowerGroup
  • The Baldwin Group
  • Hushly
  • FileInvite
  • ACEC

Questions buyers ask us first

What is an LLM citation audit?

An LLM citation audit is a check of whether AI answer engines (ChatGPT, Perplexity, Google AI Overviews, and Gemini) cite your site when buyers ask about what you do, and whether they describe you accurately. It is the measurement step before any AEO services work: you cannot improve how AI search represents you until you know where you stand.

How is this different from traditional SEO?

Classic SEO competes for the ten blue links. LLM SEO competes for the generated answer itself. The audit shows which terms already cite you, which ones name a competitor instead, and where a few structural fixes would earn you the citation.

What happens after the audit?

The findings memo is yours to act on, free. If you want a hand, our GEO services and AI search optimization work turn those findings into published, citable pages. No sales call is required to get the memo.

Prefer to talk it through first? Schedule a call and we’ll walk your results together.