What counts as a product claim?
A product claim is any statement a reader could reasonably treat as a fact about what you sell. It may cover a material, ingredient, size, compatibility, performance characteristic, care instruction, delivery detail, or a recommended use. Claims can be explicit or implied by a comparison or headline.
Start by marking the claims that would be costly to correct. A small factual error can lead to the wrong purchase, an avoidable support request, or a loss of trust even when the rest of the article is well written.
Use a fact hierarchy
The strongest source is the current product information approved by the merchant. Supporting sources can add context, but they should not silently override the product information used by the store. If the data conflicts, pause the claim for review and make the uncertainty visible.
A practical hierarchy is: approved product fields first; merchant-provided guidance second; trusted external context third; model knowledge last. Model knowledge can help with structure and questions, but it should not be treated as the source of a store-specific fact.
- Allowed fact
- Needs merchant review
- Not supported and should be removed
Review the draft at claim level
A paragraph-level “looks good” check is easy to pass and hard to audit. Claim-level review makes the important work explicit: show the statement, show the product field or source that supports it, and let the merchant approve, edit, or suppress it.
For sensitive categories, add a human review gate even when a claim appears to match the product data. The workflow should make it easy to pause publishing rather than forcing a choice between speed and care.
What verification cannot do
Verification can reduce unsupported store-specific statements; it cannot guarantee that an article will rank, be cited by an AI system, or produce a sale. It also cannot replace a merchant’s judgement about safety, suitability, legal language, or whether an article is genuinely helpful.
The right success measure is fewer avoidable factual corrections and a review process that takes less time. Track those alongside publishing and commercial signals instead of presenting verification as a complete risk solution.
See the workflow against your own product data.
Proof drafts from live Shopify product data, checks product claims, and reports observed article journeys under defined attribution rules.