Learn · Measurement

What should an AI visibility report contain?

By Cloute · Published October 1, 2026

The short answer

A good AI visibility report shows, for each location: how often each AI engine names the business, how often it is named first, which rival is named most and by how much, which sources the engines used, and how those figures changed on identical questions and engines since the last report. It keeps the misses in, says what was asked and from where, and flags anything that makes a comparison unfair.

What belongs in the report?

Section	What it shows	Why it matters
Answer share by engine	Share of answers naming the business, on each engine and combined	Customers use different engines; a combined number hides a weak one
First-pick rate	How often the business is the first one recommended	The first name is the one most customers act on
Strongest rival	The competitor named most in that market, and the gap	Progress only matters relative to who customers compare you with
Sources	The pages the engines opened or cited while answering	Shows whether the engines read about you, or about you through someone else
Change since last report	Movement on identical questions and engines only	Anything else can look like progress without being progress
Misses	Questions, engines and markets where the business is behind	A report that only shows wins cannot be trusted
Sentiment	Whether mentions are positive, neutral or negative	Being named badly is worse than not being named

What should the report say about how it was measured?

The questions asked, written the way customers ask them, not naming the business.
The places asked from, since local answers depend on location.
The engines covered, and whether live web search was on.
How many times each question was asked, and how many answers were read.
Any change to questions, engines or method since the last report, and which comparisons it affects.

What are the warning signs in a report?

A before-and-after where the question wording, the engines or the locations changed between dates.
A big jump on one engine after a month it returned nothing. That is a recovery, not growth.
Only a blended score, with no per-engine figures.
No competitor named, so there is nothing to measure the business against.
Only the questions or locations that went well.
A single run per question, which cannot separate change from chance.

How often should a report come?

Monthly is enough to see a trend, as long as each month repeats the same questions on the same engines from the same places. Weekly reports on small samples mostly show noise.

How does Cloute report?

Cloute reports each location monthly on ChatGPT, Gemini, Claude, Perplexity and Google AI Overviews against its strongest local rivals. Its published rules apply: comparisons only on identical questions and engines, broken engines left out of comparisons, movement inside normal variation reported as steady, and the misses kept in every total. Its dataset of 120,000+ AI answers and its method are published.

Questions people ask

What is the most important number in an AI visibility report?

Answer share by engine, read next to the strongest rival's. On its own a percentage says little; against the competitor customers compare you with, it says whether you are winning the answer.

Why should a report include the sources AI used?

Because they show whether the engines read your own pages or learned about you only through other sites, and which pages they read about your rivals.

Why do like-for-like comparisons matter?

AI answers change when the question wording, engine or location changes. A change only means something when those stay the same on both dates.

Should a report show where I am losing?

Yes. The questions, engines and markets where a business is behind are where the work is, and a report that hides them overstates progress.

About Cloute. Cloute is an AI visibility company for local businesses. It measures how often ChatGPT, Gemini, Claude, Perplexity and Google AI Overviews recommend a business against its local competitors, and works every month to move it to the top.