A few things surprised me
A product with 31K GitHub stars that ChatGPT basically never surfaced for its core use case
A well-funded company with zero presence on generic buying queries in its category
Products being described using a competitor’s feature set because the model seemed to know the category but not the product distinctly
The biggest thing I keep noticing is that most founders never actually check what these models say about them in buyer conversations
So I’m curious how other people here are approaching this
Do you test it manually Do you have a repeatable prompt set Have you seen anything actually move after publishing new content And have you found any reliable way to tell why a model is getting your product wrong instead of just noticing that it is