Quality gate
- No invented product facts
- Images do not change the real offer
- Required channel fields are complete
- Accessibility text is accurate
- Approver and source date are recorded
OUTCOME / COMMERCE
Build an AI-assisted commerce listing system
One approved listing system that keeps product truth consistent across copy, visuals and storefront handoff.
THE HANDOFF
What “finished” contains.
- Finished files
- Approved listing copy
- Accurate product visual set
- Channel-ready crops
- Editable source files
- Claim and approval record
- Smallest honest proof
- Run one existing listing through the old and new workflow and compare handoffs, corrections and factual errors introduced.
PRODUCTION ROUTE
Four steps to a credible first version.
AI can accelerate production. The route still includes source truth, correction, usability and a final human approval.
- Freeze product truth
Collect approved specifications, claims, warnings, source images and the fields required by the store.
- Draft from the source
Generate options only from the verified record and flag every missing fact instead of inventing it.
- Build controlled visuals
Use real product references and reject any output that changes shape, color, quantity or included parts.
- Approve the listing
Compare every public claim and image with the source record before store upload.
First-version effort
4–7 hours for one real product
Possible starting stack
The store platform, verified product data, a writing model and an editable design tool.
QUALITY AND EVIDENCE BOUNDARY
The system may improve production. It does not prove ranking, conversion, demand or sales.