Free scan · 60 seconds · No install
Your product catalog is invisible to ChatGPT.
AI shopping agents now drive measurable commerce traffic on Shopify. Roughly 40% of catalogs get excluded from agent recommendations because the product data isn’t structured the way agents read it. We tell you where you stand in 60 seconds.
YoY growth in AI-agent orders on Shopify (2025)
Catalogs ignored by AI agents today
Shopify stores auto-enrolled in agentic storefronts
Visibility lift at 99%+ attribute completion
The seven pillars
One composite score. Seven things we check.
- Identifier completenessGTIN, MPN, brand, SKU — present, valid, and verifiable.20%
- Attribute completenessMetafields populated against a vertical-specific template.20%
- Title & description qualityLiteral language. No fluff. Agent-parseable length.15%
- Catalog mapping coverageCustom fields mapped to Shopify Catalog standard fields.15%
- Consistency & integrityPrice, inventory, status aligned across Admin API, Storefront API, and rendered JSON-LD.15%
- Agent crawlabilityllms.txt present, robots.txt allows AI agents, sitemap discoverable and referenced.15%
- AI checkout eligibilityExternal URL metafield, store policies, published status, agentic channel enabled.10%
Before agentic commerce
Catalogs were written for keyword search.
Titles stuffed with modifiers. Attributes buried in descriptions. Barcodes optional. Every merchant played the same SEO game, and it worked — until the shoppers stopped being human.
After agentic commerce
Catalogs are read by machines that don’t skim.
Agents parse structured data, verify GTINs, cross-check price across surfaces, and reason about fit. If the data isn’t there — or isn’t consistent — your product isn’t in the answer.
How Flintmere works
Audit. Fix. Monitor. In that order, forever.
Audit
Enter a URL. We read the public catalog, sitemap, and JSON-LD. You get a score out of 100 and the top issues ranked by revenue impact.
Fix
Safe changes apply instantly. Interpretive changes preview on five sample products before you roll them. Every batch is reversible for 7 days.
Monitor
Webhooks plus nightly sync catch score drift. We tell you when a competitor passes you, when standards change, and when your catalog slips.
From merchants and agencies
“We thought we had clean product data. Flintmere surfaced 412 missing GTINs in ten seconds. The scorecard gave our ops lead something to own.”
“Gave the client a score they could improve. They went from 52 to 84 in a month and saw Google Shopping approvals climb in parallel.”
“The only tool I've seen that's honest about GTINs. No fake barcodes, just a clear path to GS1 and a bulk importer when you're ready.”
Others
- Generic SEO tools retrofitted for AI
- Sell fake barcodes and hope nobody checks
- Black-box AI changes, no revert path
- One-time audit, then silence
- Credit-based billing — bill shock by month two
The Flintmere way
- Built for agentic commerce from the first line
- Honest GTIN guidance — buy them from GS1, we’ll help you import them
- Every change previewed and reversible for 7 days
- Continuous drift monitoring and competitor alerts
- Flat-rate subscriptions. Predictable is a feature.
Pricing
Four tiers. One question: how many stores?
Free
£0
Scorecard, read-only. One refresh per 30 days. For anyone who wants to see where they stand.
Growth
£49/mo
Under 500 SKUs. Unlimited audits, safe auto-fixes, 500 LLM enrichments per month. First month £29 for scanner users.
Scale
£149/mo
500–5,000 SKUs. Unlimited enrichments, competitor benchmarking, bulk-sync SLA.
Agency
£399/mo
25 client store seats, white-label reports, API access. The tier that runs most of the revenue.
Enterprise
£499+/mo
Shopify Plus, 10,000+ SKUs. Custom attribute templates, dedicated support, monthly strategy call. Contact sales.
Commerce is being re-plumbed. The search-era catalog is being replaced by structured data that agents can reason about. Most Shopify stores aren’t ready. We make them ready.
Catalogs built for the agentic web™