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The playbook Moonrank's Writer Agent uses to turn a spec sheet into a description a shopper can decide from in seconds — benefits translated, deal-breakers answered, specs still checkable.
Download the methodology, see how the agent translates specs, or run it live inside the Writer Agent.
The Product Description skill is how Moonrank's Writer Agent rewrites a spec sheet for the person actually shopping: who the product fits, the three specs that matter translated into their consequences, and the deal-breaker questions — sizing, compatibility, care — answered where the shopper looks.
It's written as a SKILL.md, a plain-language instruction format that people and AI agents can both follow. Read it to rewrite your bestsellers by hand, use it as the standard for your catalog, or let the Writer Agent apply it across every SKU.
Downloading the playbook is free with a Moonrank account. Applying one structure to hundreds of products and keeping it aligned with reviews and returns data is what the Writer Agent does.
“Our product pages are just the manufacturer specs. Rewrite them? We have 400 SKUs.”
Spot-checking 20 SKUs: every description opens by restating the product name, and 14 of 20 never say who the product is for. Your returns data shows sizing is the top return reason, yet the size guidance sits below the fold on every page. The fix is one structure — fit line, 4 translated benefit bullets, spec block, sizing answer up top — applied to the 50 SKUs that drive 80% of revenue first, then the rest.
The raw specs, the buyer, and — if you have them — reviews and return reasons.
The 3 specs that decide the purchase for this buyer, chosen over the ones that fill space.
Each spec stated as its consequence, in a fit line, benefit bullets, and a checkable spec block.
Sizing, compatibility, and care answered where the shopper looks — driven by returns data.
Who the product is for and its main benefit, in the first sentence.
The 3 specs that matter, each stated as what it means for the buyer.
The raw numbers preserved and structured — translation never hides them.
Sizing, compatibility, materials, care — whatever returns data says people get wrong.
Benefit phrasing lifted from real reviews, in the buyer's own dialect.
One paragraph, 3–5 bullets, spec block, deal-breaker line — repeatable across a catalog.