An AI-written product description can turn “aluminum frame” into “solid aluminum,” treat an optional accessory as included, or add a performance promise that your specifications never made. Fluent copy is not evidence that the product has those features.
Before publishing, compare each factual claim with a reliable record for the exact item and variant. The example below is fictional and illustrates an editorial check; it is not a product test or a report about any particular AI tool.
Build a small source pack for one SKU
Start with the current specification sheet, approved packaging details and any relevant instructions. Record the model or SKU, variant, document version and date you checked it. A supplier’s description of a similar item is not enough to establish a feature for this one.
Shopify’s guidance on automatically generated product descriptions warns that generated text can add benefits or facts drawn from similar products. It says sellers remain responsible for reviewing the accuracy of published content. This is a reason to inspect the draft closely, not a claim that every generated description is wrong.
For this walkthrough, suppose the approved record says:
| Field | Fictional approved specification |
|---|---|
| Item | Cedar Desk Organizer, SKU CD-12, charcoal variant |
| Dimensions | 24 cm wide × 12 cm deep × 10 cm high |
| Materials | Aluminum outer frame; plastic internal dividers |
| Compartments | Four fixed compartments |
| Box contents | One organizer; stationery not included |
| Care | Wipe with a dry cloth |
The record says nothing about recycled content, water resistance, load capacity or a warranty. Those details remain unknown, not available for the writer to complete from common assumptions.
Split the draft into claims you can verify
Imagine this draft: “Keep your desk tidy with a solid-aluminum organizer featuring four adjustable compartments. Its waterproof finish is easy to rinse clean, and the included pens help you get started.”
Instead of approving or rejecting the paragraph as a whole, separate its claims:
- Solid aluminum: contradicted by the plastic dividers. Use “aluminum outer frame” if that detail is useful.
- Four compartments: supported.
- Adjustable compartments: contradicted; the compartments are fixed.
- Waterproof: unsupported. A photo or metallic appearance cannot establish that property.
- Rinse clean: conflicts with the stated dry-cloth care instructions.
- Pens included: contradicted by the box-contents record.
A corrected description could read: “Organize everyday desk items in four fixed compartments. The charcoal Cedar Desk Organizer has an aluminum outer frame and plastic dividers, measuring 24 cm wide, 12 cm deep and 10 cm high. One organizer is included; stationery is not included. Wipe with a dry cloth.”
“Not included” is more precise here than “sold separately,” which could imply that the store sells those accessories. A correction should not introduce another assumption.
Check variants, numbers and included items separately
A description may be correct for the product family and wrong for the selected SKU. Match the color, size, material and quantity to the variant actually being sold. Do not let a description for a two-pack remain on the single-item listing.
For measurements, check both the value and what it measures. Width, depth and height are not interchangeable, and package dimensions are not product dimensions. If you add a unit conversion, calculate it independently and state an appropriate level of precision rather than copying an AI approximation.
Compare the text with photographs too, but do not use a staged image as proof of box contents. Accessories may illustrate use without being supplied. Likewise, a close-up cannot verify an environmental certification or a tested performance rating.
Keep benefits within the evidence
Useful copy can explain what a confirmed feature helps a customer do. Four compartments provide separate spaces for items; they do not prove the organizer will improve productivity or eliminate clutter. Look closely at phrases such as “guaranteed,” “compatible with every,” and “lasts twice as long.” Ask what evidence supports their scope.
Mark each uncertain claim as remove, rewrite narrowly or confirm with the product owner. A prompt asking the model to double-check itself is not a replacement for missing documentation. Do not infer certifications, safety properties or performance results from a product category.
Verify the version customers will see
- Read the final description against the source pack once more, including headings, bullets, alt text and any short summary.
- Check the correct variant on the product page, not only the editing field. Ensure a copied description has not landed on a neighboring SKU.
- Keep the approved description and source version together so a supplier change has a clear review trail.
- If you distribute a product feed, check its text separately from the website. Platform-specific fields and rules may differ.
For example, Google Merchant Center’s description guidance requires consistency with the landing page and other product data. It also has a separate structured-description requirement for AI-generated descriptions. Check the current instructions for your feed setup rather than assuming that pasting accurate website copy completes that step.
You can use our Product Description Generator to prepare a draft, then apply this check before publishing it. If your source pack was extracted from an image, first compare the extracted text with the original image; a mistaken source value can otherwise pass unnoticed into every later draft.

