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.
Works with
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.
Fill in the form
Tell us where to send it. Name, work email and company — that is all we ask for.
Download your feed
A clean, spec-compliant OpenAI product feed, ready to upload. Or push it straight to SFTP.
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
Get your feed
Three steps, no account needed. Your Shopify export goes in, a spec-compliant OpenAI product feed comes out.
- 1Upload your CSVDrop in products_export.csv from Shopify.
- 2Fill in the formTell us where to send it — name, email, company.
- 3Download your feedA clean OpenAI product feed, ready to upload.