Competitor analysis showed exactly which queries they’re winning — and why isolating AI visibility finally became possible after we lost a major client

https://www.livebinders.com/b/3684295?tabid=cb4b7bbb-47ae-d411-9903-81bfea3dddb1

We discovered a truth the hard way: when a major client left, the noise in our attribution models got loud enough that we had to isolate the impact of AI-driven visibility from every other channel