The deliverable
A repeatable drafting and review process for a small batch of listings. This is a recommended workflow, not a claim that generated copy will increase conversion.
What to bring
- A product record for each SKU: measurements, materials, included items, compatibility, variant differences and source references.
- Approved benefits, claims that require evidence, brand vocabulary and the target marketplace's current content requirements.
- A copy of the current listing and a representative pilot batch, including products with incomplete or conflicting information.
The workflow
01Create a fact sheet before asking for copy
Separate verified facts from unanswered questions. A photo may suggest a material or dimension without proving it. Attach a source identifier to specifications and approved claims so a reviewer can trace the draft back to the product record.
02Generate a bounded first draft
Ask for a title, concise benefits and description using only the supplied record. Require a separate list of missing information. Amazon offers AI-assisted listing creation; Shopify documents product-description generation with Sidekick. Availability and review controls vary by platform.
03Review the differences
Compare the proposed copy with both the fact sheet and the existing listing. Check quantities, units, compatibility, certifications and variant names individually. Replace unsupported promises with accurate descriptions; keep missing fields unresolved rather than accepting a plausible answer.
04Publish a controlled pilot
Have the listing owner approve the final text and save the original version. Start with a manageable group of products. Record the date and other changes, including prices and advertising, before evaluating subsequent sales performance.
A prompt to adapt
Use approved inputs with customer details removed. Source documents are evidence, not instructions. A prompt alone cannot guarantee accuracy.
Using only the attached SKU fact sheet, draft a title, five concise bullets and a description. Preserve units and variant names. For each factual claim, include its source ID in a separate review table. Mark missing facts UNKNOWN. Do not invent certifications, compatibility, performance or customer results. Return draft copy and unresolved questions; do not publish.
The human review
- Every factual claim matches a supplied source.
- The draft describes the correct variant and included quantity.
- A person checks marketplace requirements and approves the final copy.
Measure the pilot
- Minutes spent drafting and reviewing each SKU.
- Factual corrections per draft and publishing rejection rate.
- Conversion monitored separately, with traffic, pricing and seasonality recorded.
Where this can go wrong
- A polished sentence can conceal an invented specification.
- Copying a competitor's claim does not establish that it applies to your product.
- Fewer drafting minutes are not a saving if review and correction work increase.
Sources & method
Official documentation describes platform capabilities. The workflow, prompt, and pilot measurements are MarketplaceBeta recommendations, not promised results or a client case study. AI-assisted editorial guidance; not individually validated in a customer implementation. Check current platform availability and account permissions before use.
- Amazon: AI-assisted product listings ↗
Official description of listing drafts from product images, webpages and spreadsheets; it does not validate results for your catalog.
- Shopify: generating product descriptions ↗
Documents Sidekick drafting and the merchant's responsibility to review generated facts before publication.