Generative Engine Optimization

AI Visibility Audit: Where You Stand in ChatGPT

We run your buyers' real questions through the AI engines they actually use and show you exactly where you are cited, absent or wrong.

Book a call Generative Engine Optimization

Sounds familiar?

01No one knows what ChatGPT actually says about your company
02A competitor gets recommended and you don't know why
03AI answers describe your services or pricing incorrectly

Most founders have typed their own company name into ChatGPT once, seen something vague, and moved on. That is not an audit. It tells you nothing about the fifty questions a buyer actually asks before they call you.

We build a prompt set from your real sales conversations, run it across ChatGPT, Perplexity, Gemini and Google AI Overviews in every market you sell into, and score exactly where you show up, where a competitor does instead, and where the engine gets your own facts wrong. You leave with a baseline, not an impression.

What you keep

Scored visibility report across four engines and languages
Competitor citation comparison by prompt
List of factual errors AI engines repeat about you
Source map: who the engines trust in your category
Prioritized fix list with owner and effort

Who this is for

You have never measured what AI engines say about your company
A board member or investor already asked why you don't show up in ChatGPT
You are about to invest in content or PR and want to spend it where it counts

Generative Engine Optimization

What we build and run

Build a prompt set from sales calls, CRM loss reasons and search queries
Run every prompt across ChatGPT, Perplexity, Gemini and AI Overviews
Score mention, citation and recommendation rate against named competitors
Flag factual errors and outdated claims the engines repeat about you
Map which sources the engines cite when they answer about your category
Rank the gaps by commercial impact, not by ease of fixing

How it runs

From kickoff to a running sales system in 30 days.

Week 1–2
Build the prompt set and confirm your priority markets and languages
Week 3–4
Run prompts across engines, score results, map cited sources
Week 5–8
Deliver the report, walk through findings, prioritize the fix list
After
You own the prompt set and baseline; we can run the GEO program that follows

Questions we get

How is this different from checking Google rankings?

Google rankings measure where a page lands in a list of links. This audit measures whether an AI engine mentions, cites or recommends your company inside a generated answer, which is a different mechanism with different winners. A company can rank well on Google and still be invisible inside AI Overviews or ChatGPT.

How many prompts do you test?

Typically 50 to 100 prompts per market, built from real buyer language rather than guessed keywords: definitional questions, comparison questions and vendor-selection questions. We weight the set toward what actually shows up in your sales calls and CRM loss reasons.

What if the audit shows we're invisible everywhere?

That is a common and useful finding, not a failure. It means the fix list starts from entity consistency and evidence rather than content volume, and it gives you a clean baseline to measure every future quarter against.

Do you guarantee we'll get cited after this?

No one can guarantee citation in a system that changes weekly and answers differently by session. What we deliver is an accurate baseline and a prioritized, evidence-based plan; the GEO program that can follow is what moves the numbers over subsequent quarters.

Other sub-areas in this service

AI Visibility Audit Entity & Citation Strategy Answer-First Content LLM Mention Tracking