Mention rate
Mention rate
How often AI answers name you. Shown with a range, because it is measured, not guessed, and a measurement has a margin.
Weekly tracking of what ChatGPT and Google's AI Overviews say about you, with a range on every rate and a rule for when a change counts.
What ChatGPT tells people when it searches the web for an answer.
The AI answer Google shows with its results, usually at the top.
Answers come through a data API, never from someone's logged-in session. They stand in for what a person sees, and Shruwd labels them that way.
The free plan is a single snapshot of your questions on both engines, not a schedule. Weekly tracking starts on Starter.
Mention rate
How often AI answers name you. Shown with a range, because it is measured, not guessed, and a measurement has a margin.
Share of voice
How much of the conversation is yours, against the competitors you track. Always shown next to mention rate, because share of voice also rises when a competitor falls, and that is not the same as you improving.
Prominence
62%
how early you appear
Where you appear in the answers that name you, not just whether. Named first is worth more than named last.
Which sources the answers cite, and whether any of them are yours. That is what turns "you are not named" into "you are not named, and here is the page that got cited instead".
Citations feed your findings rather than becoming one more number to watch.
There is no blended visibility score. A single number that mixes four things cannot be argued with or debugged, and the components are what tell you what to do.
When there is not enough behind a number yet, Shruwd says so instead of printing a percentage that could mean almost anything.
A tool that shows "30%" from a handful of answers is not being more helpful than one that declines. It is just being confidently wrong.
Single questions take a few weeks to fill in. Your question set as a whole is ready much sooner.
Whole question set · mention rate
One question · week 2
Insufficient dataA few more runs needed
Before Shruwd calls something movement, the change has to be:
Bigger than the noise. AI answers wobble from week to week on their own. A change has to stand out from that, even with all your questions checked at once.
Big enough to matter. A tiny shift can be technically real and still not worth your time. Those are not reported as wins.
Yours, not the model’s. If the AI provider changed its model in between, the result is flagged rather than credited to you.
When you mark a fix applied, Shruwd gives the AI engines time to catch up, then measures the affected questions more thoroughly than a normal week. Checking the next day would only tell you how fast they re-crawl.
Search Console, on Pro. On Pro you can connect Google Search Console and Google Analytics 4. Search Console adds Google's own impression and click data next to what the answers say, which is exact rather than sampled. Starter and the free plan measure answers and crawler logs. Crawler log ingest is exact too, and it is on every plan.
StarterStart here
Measure weekly, fix what matters
$49/ month
Billed monthly
Every plan is a hard cap. There is no usage billing and no overage charge on any tier.
Something not covered here? Ask us
Weekly on Starter and Pro, with every question asked several times on each engine. The free plan takes a single snapshot when you sign up.
Not today. Shruwd tracks ChatGPT and Google AI Overviews.
They are collected the same way every week, which makes them good for tracking change, though never identical to what one signed-in person sees. Where the answers come from
There are not enough answers behind that view yet. It fills in as the weekly runs come in, and single questions take longer than your whole set.
Yes. Each question has its own numbers on each engine, and the answers behind them, with who was named and which pages were cited, are available in the API.
Our AI visibility guide has the checklist, and the sections above are Shruwd’s answers to it. The checklist
One measurement, your own crawler data, and the three access findings that matter most. Free, no card, about two minutes.
Start free