The listing fact-check loop
Compare listing promises with your supplier details and flag unsupported claims.
By AI POD Builder · Added October 21, 2026
Starter · not testedInspired by The promise-to-proof loop by Felix Haeberle.
The loop
Review [listing draft] against [supplier specifications and shop policies]. Make a table of claims about materials, fit, print method, care, shipping and returns. Mark each supported, contradicted or unknown, with its evidence. Work on a copy: revise the most misleading claim using only verified facts, then recheck dependent sentences. Never invent certifications, delivery dates or guarantees. Stop when every claim is supported or flagged for me, after three rounds, or when evidence is unavailable. Return the revised draft and unresolved questions. Do not edit a live listing or change shop policies.Success check
Every claim has evidence or is flagged; the original draft is preserved.
Stop conditions
- All claims checked
- Three rounds completed
- Evidence unavailable
Approval boundaries
These are the actions that need your permission.
- Draft copies only
- No live edits or policy changes
Before you start
Gather the correct product variant specifications first. Leave unknown details for human review.
Original POD adaptation. Not tested on a real project yet.
Related build
Build episode · coming soon
JSON · Structured loop instructions for agents.
Inspired by Forward Future's Loop Library.