How do you measure AI visibility?

Three measurement layers matter: selection rate (does the model name you), citation rate (does it link to you), and recommendation tone (does it position you favourably).

Avoid single-snapshot tests. Models exhibit response variance - run each query 5-10 times and average. Track week-over-week to separate signal from noise. Benchmark against direct competitors on the same query set to calibrate progress.