See how AI shopping systems read your catalog.
Inspect your storefront, measure real shopping queries, and turn the evidence into product-level fixes your commerce team can ship.
Run a free catalog readiness scan.
We inspect a focused sample of public product pages and return technical findings. The free scan does not run paid AI-shopping queries or make unsupported visibility claims.
Watch a storefront become an action plan.
This walkthrough uses verified assessment data to show the actual Lumen workflow — inspect, diagnose, measure and prioritize.
Lumen samples real product pages and checks identity, offers, structured data, content and discoverability.
What your catalog exposes to machines today.
What was actually observed across the measured query set.
Exactly where product and catalog work should begin.
When readiness is not enough, measure the market.
The $299 Full AI Shopping Assessment adds commercial-query measurement, observed competitor evidence, exact product fixes and a client-ready PDF.