1. Observe
Review public product pages, structured data and commerce signals using a focused sample.
2. Measure
The full assessment tests defined shopping queries and records observed source and competitor evidence.
3. Improve
Turn evidence into product-level fixes, prioritized implementation work and a repeatable remeasurement plan.
Evidence before conclusions
Lumen separates technical readiness from measured AI-shopping visibility. A free scan does not claim that a technical issue caused a recommendation outcome.