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 pages only · No admin access · No ranking guarantees · Built for client conversations
"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.
JSON-LD Product, Offer, reviews, and breadcrumb markup — present, valid, and complete.
Size, color, material, and SKU exposed in machine-readable form, not just dropdown UI.
Offer-level price, currency, and in-stock signals that systems use to compare and recommend.
Shipping, returns, and contact info — parseable without JavaScript rendering.
Image alt text, sitemap, crawlability, and the multimodal evidence assistants rely on.
Titles, descriptions, and attributes that map cleanly to real buyer queries.
The overall readiness score and the fastest path to close the gap.
Prioritized, developer-ready fixes with severity and owner — ready to scope as work.
PDF export available on completed reports. The live sample opens as a shareable report page.
Manual review, real scans, no dashboard lock-in. Priced for testing client demand — not enterprise procurement.
Founder beta · manual review · no dashboard lock-in yet · pricing increases after proof.
See exactly what your clients would receive. No commitment — just the report.
🔒 Public pages only · No checkout or admin access · No ranking guarantees
We'll review the store and reply within 24 hours.
Request ID:
Yes. Shelf Report reads public storefront pages only. No checkout, cart, account, admin, or payment access — ever.
No. We never request or use store admin credentials. Everything comes from the public site.
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 pilot is built for you to brand reports as your own and resell the audit and implementation.