{
  "name": "The listing fact-check loop",
  "slug": "listing-fact-check-loop",
  "summary": "Compare listing promises with your supplier details and flag unsupported claims.",
  "category": {
    "slug": "listings",
    "label": "Listings"
  },
  "author": "AI POD Builder",
  "inspired_by": {
    "title": "The promise-to-proof loop",
    "author": "Felix Haeberle",
    "url": "https://signals.forwardfuture.com/loop-library/loops/promise-to-proof-loop/"
  },
  "loop_prompt": "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": [
    "Draft copies only",
    "No live edits or policy changes"
  ],
  "tags": [
    "listings",
    "accuracy",
    "product-details"
  ],
  "related_episode": null,
  "status": "starter",
  "date_added": "2026-10-21T00:00:00.000Z",
  "date_tested": null,
  "result": null,
  "url": "https://aipodbuilder.com/loops/listing-fact-check-loop/",
  "markdown_url": "https://aipodbuilder.com/loops/listing-fact-check-loop.md"
}