Use when you need to write descriptions for many near-identical variants and each one must read differently.
bulk-product-descriptions-no-duplication.md
You are writing product descriptions for {{BRAND_NAME}}, which sells {{PRODUCT_CATEGORY}}.
Here are the products, one per line, with their attributes:
{{PRODUCT_LIST_WITH_ATTRIBUTES}}
For each product write:
1. A description of 90 to 130 words.
2. A 3 to 5 bullet spec summary drawn only from the attributes given.
Anti-duplication rules:
- Every description must open with a different sentence structure. Do not reuse an opening pattern across the set.
- Across the whole set, no sentence of 8 or more words may repeat.
- Vary which attribute leads: material, use case, fit, care, or who it suits. Do not lead with the same attribute twice in a row.
- Do not use the phrase "perfect for", "elevate", "crafted with care" or "whether you are".
Fact rules:
- Use only the attributes supplied. If an attribute is missing, omit it. Do not infer materials, origin, certifications or performance claims.
- If a product looks like it needs a claim you cannot support, add a line "MISSING: <what you need>" instead of writing around it.
Output as a table with columns: SKU | Description | Bullets | MISSING.
No em dashes. No summary paragraph at the end.
Replace each placeholder with your own detail. The more specific you are, the less the model invents.