The questions we want to investigate.
Our agenda includes an AI Visibility Index, a Search Intelligence Benchmark and an Agent Readiness study. These are research directions, not published scores or proof of product results.
Say what the sample represents.
A study of VURM's own websites can explain an implementation. It cannot stand in for thousands of businesses. Broader research needs an appropriate sample and documented permission to use its sources.
Publish the rule before the ranking.
Define each observable check, its weight, missing-data handling and collection conditions. An unavailable measurement must remain unavailable. Readers should be able to reproduce a result from the published method.
Release only after the evidence is ready.
Our public report pipeline checks actual observation records, dates, sample counts and documented human and privacy review. Missing requirements block release rather than producing a convincing-looking report.