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Same Questions, Every Tool Listed
Every AI-visibility tool sells a score. These pages ask six of them, and ours, the same eight questions, and quote each rival's answer from its own pages with the day we read them. Where another tool does something we don't, its page says so first.
The Tools
The Eight Questions
- 1. Lowest Listed Price. What the cheapest thing on the price page costs, and what it buys.
- 2. Assistants Measured. Which AI assistants the numbers come from.
- 3. Times Each Question Is Asked. An assistant answers the same question differently from one run to the next, so a number built on one answer per question can move on a reroll.
- 4. Model Named on the Answer. ChatGPT is several models, and they disagree. A number that does not say which one answered cannot be checked against the app.
- 5. Web Search Labelled. An answer written without a web search reports what a model remembers, not what the live assistant says today.
- 6. Answers You Can Read. Whether the full answer behind a number opens when you ask for it.
- 7. Branded Questions Counted Apart. A question that already names you is one you will almost always win. Mixed into the headline, it inflates it.
- 8. Changes to Your Site. Whether it edits your site, and whether each edit can be undone.
We picked these because they are the ones a buyer can check in a trial and the ones a score can hide. They favour tools that show their work, ours among them; that is the bias, stated.
Start with the free scorecard.
Let's run the free scorecard on your brand and read the answers behind it.
$0 to start · no card required · every number traces to a stored answer