THE PROBLEM
AI answers changed visibility forever.
AI Visibility
Organizations don’t know how they appear inside AI‑generated answers.
Generative engines summarize the web instead of returning links. This creates a new visibility problem that traditional analytics were never built to measure.
Synthesis replaces linksVisibility becomes perceptionAuthority is formed inside models
Diagnostic FlowDeterministic
01
Evidence
Observed signals captured.
02
Metrics
Objective indicators computed.
03
Diagnostics
Rules classify visibility.
04
Signals
Structural conditions surfaced.
AI is only used after diagnostics to explain findings, not to create them.