peppereffect AI Visibility Measurement
Free measurement

Find out how often AI engines name you, and who they name instead

We take the five questions your buyers actually ask when they are choosing, put them to ChatGPT, Gemini, Claude and Perplexity, and count. Twenty answers. Your numbers within 48 hours. No call needed to receive them.

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Benchmark figures from our own scan of 3,011 verified B2B domains, August 2026. See the full category benchmarks.

What you get

The report leads with the competitive comparison, not with your own score. Who gets named in your category matters more than a number out of a hundred.

Twenty measured answers

Five real buyer questions from your category, run across ChatGPT, Gemini, Claude and Perplexity. Not generic prompts, and not a vendor's prompt set.

Your measured competitive set

Every vendor the engines named instead of you, with how often each one appeared. This is frequently not the competitive set your positioning assumes.

Declared against measured

The competitors you think you have, side by side with the ones the models actually put in front of your buyers.

The engines' reasoning, verbatim

Why each engine recommended who it recommended, in its own words. This is usually the part that changes the conversation internally.

The sources behind the answers

Which pages and domains the engines built their answers from, so you can see who is feeding the model in your category.

Your category benchmark

Where your citation rate sits against the measured range for your category, which runs from 6.1% to 44.7% depending on where you operate.

How it works

  1. You give us your domain and one sentence

    Your domain, an email address for the report, and what you sell in your buyers' words. That one sentence is the raw material for everything that follows.

  2. We turn that into your category's real buying questions

    Not keywords. The questions a buyer types when they are choosing a vendor rather than researching a topic, built from how you describe what you sell.

  3. We run them across four engines and count

    Twenty answers, recorded and logged. We measure whether you were named, and every vendor named instead of you.

  4. You get the numbers within 48 hours

    The report arrives by email. No call required to receive it, and no form gate on the findings themselves.

The honest condition

If the analysis shows you are invisible in your category, we will talk about the next step. If it shows you are doing well, we will tell you so plainly and you keep the data either way. Fair?

We say this before we run anything, because a free report that exists only to manufacture a sales call is not a free report. Roughly a quarter of the companies we measure turn out to be doing fine. Those companies get told so.

Request your measurement

Your domain, and what you sell in your buyers' words

The sentence about what you sell becomes the buying questions we run, so write it the way a customer would say it, not the way your homepage does. Numbers within 48 hours.

If the form does not load, email info@peppereffect.com with your domain and we will run it.

We use your details to run and send this measurement. See our privacy policy.