Measuring AI visibility honestly.
Short guides, each tied to its sources. No invented statistics.
- Why AI answers change every time, and what to do about itAsk an AI tool the same question twice and you get different brands. Here is what that means for measuring visibility.
- API answers are not what people see in ChatGPTWhy measuring an AI tool through its API can tell a different story from the product your customers use.
- How to read an AI visibility reportFive things to check before you trust, or send, a number about AI visibility.
- Can AI crawlers read your site? A guide to robots.txt for AI botsWhich AI crawlers matter for live answers, which are only for training, and how a robots.txt rule decides.