NEW AI shopping is changing how customers discover products. Make sure your store is ready.See how Lumen works →
PRODUCT DATA READINESS FOR AI-LED SHOPPING

Get your product data ready for AI-led shopping.

See how your catalog compares with published shopping-feed requirements, where product details are missing, and which fixes to make first. Start with a free three-product scan.

✓ No credit card required✓ No login✓ 11+ years ecommerce engineering✓ Adobe Commerce certified
LUMENPRODUCT DATA REVIEW
SAMPLE REPORT PREVIEW
9published feed fields reviewed
100product sample cap
6shopping searches
1prioritized fix plan
Example review sections Included
✓Check product attributesDATA
✓Review product-page detailsCONTENT
✓Prioritize implementation stepsACTION
WORKING WITH STORES ON
AdobeCommerceShopifyBigCommerceWooCommerce
▥

Check the nine published feed fields

See field-by-field coverage for product IDs, titles, descriptions, brand, images, prices, availability and more.

⌕

Review real shopping searches

Get the pages and sources returned for six product-intent searches in your category.

≡

Know exactly what to fix

Receive product-level findings, ranked by importance, with clear implementation guidance.

↗

Remeasure after changes

Repeat the same checks later to see which product-data and search signals changed.

HOW IT WORKS

From scan to strategy in four clear steps.

Lumen turns a public storefront into evidence your ecommerce team can understand and act on.

Check my store free →
1

Connect your store

Enter your store URL. We inspect the public catalog and product pages.

yourstore.com Scan
2

Check feed fields and searches

Compare public product details with OpenAI's published feed fields, then review six product-intent searches and their returned sources.

3

Get your report

Receive evidence, catalog gaps, priorities, methodology and recommended fixes.

LUMENAI COMMERCE ASSESSMENT


4

Improve & remeasure

Implement the changes, then compare the same signals again to track progress.

Visibility
Start with evidence

Run a free catalog readiness scan.

We check three public product pages for missing details that can make products harder to understand and find. The free scan does not include the six paid shopping-related searches.

✓ Product structured data✓ Commerce signals✓ Content quality✓ Downloadable assessment
FREE READINESS SCANAnalyze a storefront
~ 1 minute
No account · No card · Public storefront evidence only
The product, not a promise

Watch a storefront become an action plan.

This walkthrough shows how Lumen reviews a catalog, checks shopping-related searches, and turns findings into a prioritized fix list.

lumencommerceai.com / assessment
Inspecting a public storefront01 / 04
VERIFIED HISTORICAL SAMPLEsmartcellular.co.uk
CATALOG READINESS81/100

Lumen checks product details, pricing, availability, structured data and page content.

Step 1. See what machines can understand about the catalog today.
01Scan a public catalog
→
02Surface technical gaps
→
03Measure market evidence
→
04Ship prioritized fixes
WHAT YOU SEE
01
Readiness

What your catalog exposes to machines today.

02
Evidence

The pages returned for the six shopping-related searches.

03
Action

Exactly where product and catalog work should begin.

Explore the sample assessment →
01 Discover02 Diagnose03 Measure04 Compare05 Improve
SAMPLE DISPLAY — Smartcellular figures come from a previously completed assessment, not from your free scan. This tour shows how Lumen turns a storefront into findings, priorities and fixes your team can implement.
Full assessment

Get a product-data review and a fix plan your team can use.

The $299 one-time assessment covers one storefront. Lumen checks up to 100 representative products against OpenAI's published shopping-feed fields, reviews Google Product/Offer data, and runs six product-intent searches with Tavily Search. You receive the product sample, field-by-field coverage, pages and sources returned, competitor examples, and a prioritized, client-ready PDF fix plan. OpenAI feed access is currently limited to approved partners; this assessment prepares and reviews your public product data without promising approval, placement, or sales results.

AI Shopping Product Data Assessment$299One storefront · one-time purchase · no subscription
View assessment details →