Use case: Shopify — product not as described
Receiver lane: the customer uploads a dim photo, the merchant uploads a studio photo, and the reviewer is forced into a subjective debate about color, lighting, and presentation instead of comparing stable facts.
3-step fix (receiver-aware review rail)
- Intake contract: require a received-item photo and a label/specification photo placed next to the item.
- Delta fix: pull the purchase-time specification table or product attributes that were live in the store when the order was placed.
- Decision-ready rail: export a side-by-side pack that compares claimed mismatch points against the stored specification baseline.
Why it matters: the reviewer gets a structured comparison instead of loose images. Vraimony frames the mismatch in a way that is easier to test and harder to misread.
Reality Audit
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