Shelf Report gives ecommerce agencies a client-ready audit they can send, explain, and sell implementation against — product data, schema, variants, SEO, policy signals, and AI-shopping readiness.
Public storefront scan or read-only Shopify OAuth catalog connection · No ranking guarantees
"This store exposes 14 variants but none include availability — automated shopping systems can't tell what's in stock."
Merchants obsess over how their store looks to humans. But AI shopping assistants, agentic checkout, and search read structured product data — and most Shopify stores expose almost none of it. Agencies need a way to make that gap visible, credible, and sellable.
The client can't see the problem, so they won't pay to fix it. You're stuck explaining schema and structured data with no artifact to point at — and the conversation goes nowhere.
A client-ready report with a readiness score, prioritized fixes, and plain-English explanations. The gap becomes obvious, the fix becomes urgent, and the implementation work becomes yours.
They will ask whether AI can “find them.” The better question is whether AI shopping assistants can understand their products clearly enough to compare, recommend, and explain them to buyers.
AI commerce gives agencies a fresh reason to re-engage existing clients. Every shop you serve has gaps — Shelf Report makes them visible in 15 minutes.
Every report turns into schema, product-data, SEO, image, policy, and storefront fixes. Work your team already knows how to do — the audit is the door-opener.
Most merchants don’t know what agentic commerce means yet. Your agency can bring them the explanation, the audit, and the fix — before your competitors do.
No ranking guarantees · Public product evidence only · No checkout or admin access
Every report identifies specific gaps. Each gap is a billable project your team already knows how to execute.
One scan of a client's public storefront, scored across the data layers that automated shopping and search depend on.
Robots.txt, sitemap.xml, homepage headers, and sampled product URLs checked for crawler-blocking behavior.
Validating price, currency, availability, brand, variant options, and spec coverage in structured data.
Evaluating whether product page copy answers spec questions, variant specs, and comparisons.
Transaction clarity: pricing visibility, inventory status, variant options, and checkout paths.
Translating data readiness gaps directly into scope-ready implementation projects for your team.
Prioritized implementation tickets with severity, effort band, and target assignee.
Auditing live storefronts from the outside, requiring zero admin credentials or store logins.
Deterministic scoring framework matching the four core readiness pillars with no guarantees or rankings.
Open a live, shareable report generated from public storefront evidence. Then request a sample audit for one of your own client stores.
PDF export available on completed reports. The live sample opens as a shareable report page.
GradeMy started by running early scans for small ecommerce shops and finding the same pattern: product pages may look fine to shoppers, but the product data underneath is often weak for AI/search systems. Now Shelf.report is expanding that workflow for ecommerce agencies with white-label reports, AI Visibility testing, Entity Trust scoring, and developer-ready fix tickets.
Enter a client store and your agency email to preview key AI-readiness gaps before generating the full audit.
✓ Public-page scan · No admin credentials · No ranking guarantees
Usually ready in 1–2 minutes. The full audit evaluates AI crawler accessibility, product feed readiness, PDP answerability, and agentic checkout readiness. It produces the actual score, fix tickets, and prioritized agency opportunities.
Shelf Report is an outside-in AI commerce readiness audit. We inspect public storefront signals that search engines, crawlers, AI shopping assistants, and product-feed systems may use: crawlability, product data, structured data, visible page content, policy visibility, trust signals, and product-page clarity.
We do not claim to know private rankings in ChatGPT, Gemini, Perplexity, Google AI Mode, or any other AI system. We do not see GA4 data, server logs, Merchant Center status, conversion data, or private catalog data unless connected separately.
AI shopping traffic is already behaving differently, and client-facing readiness has become a practical service line.
Further reading only. This is not a guarantee of AI visibility, and it does not imply rankings in any private AI system.
By default, we analyze public storefront signals. However, you can also securely connect your shop via read-only Shopify OAuth for a deeper catalog data scan. In both modes, we never access checkout, cart, accounts, or payment pages.
No write-access admin credentials are ever required. We scan the public site or connect via secure read-only Shopify OAuth scopes to read product schemas, variants, and policies.
It's built for Shopify and ecommerce stores, and works on any public storefront with product pages.
No. We identify public product-data readiness gaps and prioritize fixes. We make no ranking, inclusion, or visibility guarantees in any AI system.
Yes — that's the point. The agency plans are built for you to brand reports as your own and resell the audit and implementation.