Start Here Based on What You Need
| NEED | START HERE | WHY |
|---|---|---|
| First-pass PDP | Product fact sheet prompt | Turns raw details into clear product copy. |
| Fit and sizing | Fit education prompt | Explains how the item should feel, sit, move, or be chosen. |
| SEO copy | Search-friendly PDP prompt | Adds keywords without making the page sound kidnapped by Google. |
| Brand voice | Voice calibration prompt | Refines copy against approved examples and banned phrases. |
| Bullets | Benefit bullet prompt | Converts facts into useful scannable bullets. |
| Email reuse | Launch copy prompt | Turns PDP truth into email and SMS angles. |
Build the Product Fact Sheet First
The prompt is not the magic. The input is. Before you ask AI for product copy, collect the product name, category, fabric, fit, rise, length, silhouette, closure, pockets, care, intended use, size notes, customer objections, SEO terms, and proof points.
AI cannot write specific copy from vague input. It can only put a better outfit on your lack of information. That outfit will still be suspicious.
The First-Pass Product Description Prompt
Use this when you need a clean first draft.
Prompt: “Act as an ecommerce copywriter for a fashion brand. Write a product description using only the facts below. Do not invent benefits, fabric performance, sustainability claims, fit promises, or use cases. Keep the voice [insert brand voice]. Write: 1 short product description, 5 product bullets, 1 fit note, 1 fabric or care note, and 1 SEO meta description under 155 characters. Product facts: [paste facts]. Customer: [describe customer]. Keywords: [paste keywords]. Banned words and phrases: [paste list].”
The Fit Note Prompt
Use this when the customer needs help choosing a size or understanding the shape.
Prompt: “Using only the fit details below, write a clear fit note for a fashion ecommerce PDP. Explain how the item is intended to fit, what customer should size up or down if relevant, and what body or styling expectations should be clear before purchase. Do not make medical, body-shaming, or unsupported claims. Fit details: [paste details]. Brand voice: [paste rules].”
The Anti-Generic Rewrite Prompt
Use this when AI gives you copy that sounds like it was boiled in beige water.
Prompt: “Rewrite this product copy so it sounds more specific, more fashion-aware, and less generic. Remove empty adjectives. Replace vague claims with product facts. Keep it concise. Do not add any claims not already present. Preserve the brand voice: [paste voice rules]. Copy to rewrite: [paste copy]. Product facts: [paste facts].”
The SEO Without Hostage Situation Prompt
Use this when you need search language, but still want humans to survive the page.
Prompt: “Write SEO-friendly ecommerce copy for this product using the keywords below naturally. Do not keyword stuff. Prioritize customer clarity, product accuracy, and scannability. Include a product title option, short description, bullet points, meta title, meta description, and image alt text. Product facts: [paste facts]. Keywords: [paste keywords]. Voice rules: [paste rules].”
The Launch Copy Repurpose Prompt
Use this after the PDP copy is approved.
Prompt: “Use the approved PDP copy below to create launch marketing copy for email, SMS, social caption, paid ad hook, and homepage feature. Keep every claim aligned with the approved product copy. Do not invent new benefits. Give 3 angle options: product feature, customer problem, and styling or use case. Approved PDP copy: [paste copy]. Brand voice: [paste rules].”
The Human Edit Is Not Optional
After AI drafts the copy, check every claim. Confirm fabric, fit, care, color, features, size guidance, and use case. Remove anything that sounds impressive but is not provable. Then read it out loud. If it sounds like a robot trying to get invited to a boutique hotel opening, cut harder.
How This Guide Was Built
Fashion AI Toolkit evaluates AI through real fashion workflows: brand safety, creative control, product accuracy, team adoption, commercial usefulness, and whether the output can survive human review without smelling like fresh chatbot.
- Workflow usefulness for fashion, apparel, wellness, and lifestyle brands
- Brand safety and creative control
- Product accuracy and claim discipline
- Ease of adoption for lean teams
- Clear use cases, not demo glitter
See the full review methodology.