We Tested Our AI Readiness Score Against 201,695 Real AI Answers
Every AI visibility tool sells a score. Almost nobody checks whether their score predicts anything. We regressed 22 weeks of observed AI citations against the audit scores brands held before those answers were generated. Here is what survived honest validation, engine by engine, including the parts that did not flatter us.