Framework
Getting Cited Once Was Never the Finish Line
Only 20% of brands stay visible across five consecutive AI answer runs. A citation is a single observation, not a credential.
Research
Robots.txt Was Never One Rule, and AI Assistants Are Proving It
Three independent investigations. One shared conclusion: no AI assistant treats robots.txt as a settled, uniform boundary.