Your Shopify catalog wasn't built for AI shopping.We fix that.
FeedPilot converts, validates and scores your product catalog into a spec-compliant OpenAI product feed — and tells you exactly which products would be rejected before you publish them.
No account needed. First 100 products analysed free.
How it works
Four steps. The whole thing is deterministic — the same file always produces the same feed, so you can trust it in a repeatable workflow.
Upload your export
Drop in products_export.csv straight from Shopify. We detect the format and map every column automatically.
See what is broken
Missing images, invalid prices, duplicate IDs, thin descriptions — every issue listed against the product it affects.
Get your readiness score
A 0–100 AI Commerce Readiness Score across six pillars, so you know exactly what to fix first.
Download the feed
A clean, spec-compliant OpenAI product feed, ready to upload. No spreadsheet surgery.
Every rule the spec cares about, checked
A rule engine — not a guess. Each product is checked against the required, recommended and checkout-eligibility fields, then scored on how easily an AI shopping surface can understand it.
- Required field completeness
- Price and currency normalisation
- Duplicate item IDs
- Image URL validity
- Variant grouping
- HTML stripped from descriptions
- GTIN / MPN identifiers
- Availability mapping
- Category coverage
- Title and description quality
- Checkout eligibility fields
- Search eligibility flags
Pricing
Start free. Accounts are provisioned by our team so we can size credits to your catalog — request one and we'll set you up.
Free
See your score before you commit.
- 100 products per check
- Full validation report
- Readiness score
- Download the feed
Starter
For a single store that needs a clean feed.
- 1 store
- 5,000 products
- Unlimited conversions
- Feed history
- Email support
Growth
For growing catalogs and multiple stores.
- 5 stores
- 50,000 products
- AI optimization credits
- Feed monitoring
- Priority support
Agency
For teams managing many clients.
- Unlimited stores
- White-label reports
- Client portal
- Team access
- Dedicated onboarding
See your readiness score in under a minute.
Upload a Shopify export. We'll show you what would be rejected today.