AI search / illustrative example
A buyer asks AI. Your company never enters the answer.
What you can see
A set of buyer questions produces answers that omit your company or cite a competitor.
What remains unknown
We do not yet know whether the gap comes from content, relevance, authority, or the questions selected.
What we would test
Repeat the buyer prompts, inspect cited sources, compare the page language, and separate visibility from qualified demand.
The decision it could change
Choose which buyer question deserves a content or positioning change, then measure whether the change improves visibility and useful conversations.
