Answer-engine visibility is a measurement problem
You can't rank-track your way through ChatGPT. What you can do: ask the real questions, store the answers, and diff them monthly.
The journal
Field notes, receipts attached.
What we learn running our own properties on our own instruments. A number appears here only when a stored run backs it.
AI crawlers read your site once, without JavaScript
What GPTBot and friends actually see when they hit a page — measured at the middleware with our own beacon, crawlwatch.