How to Measure AI Brand Visibility

The measurement problem

You cannot claim a metric you did not measure. Responsible AI visibility measurement is transparent about method.

Four categories of insight

• **Observed data** — facts we directly read from your site.
• **Technical findings** — issues derived from those facts.
• **Modeled estimates** — informed projections, clearly labeled.
• **Not yet measured** — anything requiring an authorized engine integration.

What to track

• Technical AI readiness
• Structured data coverage
• Product data quality
• Crawler accessibility
• Per-engine visibility (once integrations are authorized)

The rule

If we did not query an engine, we say so. No fabricated results, ever.