Your product listing was written for a human scrolling a marketplace. The problem is that more of your shoppers now arrive through a machine reading your listing out loud to someone who never sees your page. And the machine reads differently than people skim.
If you’ve already checked whether ChatGPT recommends your products and found yourself missing — or showing up with a weird, generic description — this is the fix. Not a re-platform. Not an app. Just rewriting the words you already have so an AI assistant can understand them, match them to a real question, and pick you over the shop next door.
Here are the exact prompts. Copy them, swap in your product, and paste.
Why the words matter more than they used to
When a shopper types “best gift for a new dad who likes coffee” into ChatGPT, the assistant doesn’t look at your photos or your fonts. It reads your structured text — title, description, materials, dimensions, category — and decides whether your product answers the question.
So the listings that win aren’t the cleverest. They’re the most legible. Specific beats poetic. “The Wanderer” is a lovely product name and a terrible one for AI — it tells the machine nothing. “12oz insulated travel mug, leak-proof lid, stainless steel” tells it everything it needs to put you in the answer.
The goal of every prompt below is the same: turn vague, brand-voice copy into plain, question-answering detail — without sounding like a robot wrote it.
Prompt 1: Find out what shoppers actually ask
Before rewriting anything, get the questions. Paste this:
You are a shopper looking for a product like the one below. List the 15
most common real questions someone would ask an AI assistant before
buying it — include questions about who it's for, materials, size, use,
care, gifting, and price. Write them the way a normal person types.
My product: [paste your current title + description]
Keep that list. It’s your rewrite checklist — every answer should live somewhere in your listing.
Prompt 2: Rewrite the title
Titles do the heavy lifting in AI matching. This prompt makes yours specific without keyword-stuffing:
Rewrite this product title to be clear and specific for both shoppers
and AI shopping assistants. Lead with what the product IS, then 2-3
defining details (material, size, key feature). Keep it under 140
characters. No clever brand-only names, no keyword stuffing, no ALL CAPS.
Give me 5 options.
Current title: [paste]
Product details: [materials, size, who it's for]
Pick the one that sounds like how a customer would describe it to a friend. That’s usually the one ChatGPT picks too.
Prompt 3: Rewrite the description
Rewrite this product description for an online shop. Make it specific
and scannable: a short opening line, then concrete details a buyer (or
an AI assistant) needs — materials, dimensions, what's included, who
it's for, how to care for it. Answer these common questions inside the
copy: [paste 5-6 questions from Prompt 1]. Keep my warm, [friendly /
playful / minimal] brand voice. Don't invent any facts I didn't give you.
Flag anything you need me to confirm.
Current description: [paste]
True details: [list everything real about it]
That last line — “don’t invent any facts” — matters. We’ll come back to why.
Prompt 4: Fill the attribute gaps
This is the one most sellers skip, and it’s the one that moves the needle. AI assistants read structured attributes (Shopify metafields, Etsy attributes) directly:
Based on my product details below, list every product attribute I should
fill in for an online listing so an AI shopping assistant can match it to
searches — material, weight, dimensions, color, care, compatibility,
country of origin, what's included, occasion. Give it to me as a simple
field: value list I can copy into my shop.
Product: [paste everything you know]
Then actually fill those fields in your shop admin. A near-complete listing gets recommended far more often than a sparse one.
Prompt 5: Reply to reviews (yes, the AI reads those)
ChatGPT factors reviews into recommendations, and a thoughtful reply signals an attentive shop:
Write a warm, specific reply to this customer review for my shop. Sound
like a real small-business owner, not corporate support. Thank them,
reference a real detail from their review, keep it under 50 words.
Review: [paste]
What this means for you
If you’re an Etsy seller: Run Prompt 1, then 2 and 3, on your five best-selling listings first. Etsy carries your listing text straight into ChatGPT, so cleaner copy shows up immediately where it counts.
If you’re on Shopify: Don’t skip Prompt 4. The structured metafields are where Shopify Catalog reads your product, and most stores leave them half-empty. Filling them is the single highest-return hour here.
If you have hundreds of products: Don’t rewrite all of them. Pull your top 20 by revenue and start there. Batch them — paste several at once and ask for a table back. You’ll cover 80% of your sales in an afternoon.
If writing makes you freeze: This is the whole point. You bring the true details; ChatGPT brings the structure and the polish. You’re editing, not staring at a blank box.
What this can’t do
A few honest limits, because the lazy version of this advice gets shops in trouble:
- It can’t invent facts — and it will if you let it. If you don’t give ChatGPT real specs, it’ll cheerfully make up dimensions, materials, or care instructions. Always paste the true details, and read every line before publishing. A confident wrong measurement is worse than a vague one.
- It can’t keyword-stuff your way up. Cramming every search term into a title reads as spam to shoppers and to the AI. Specific and honest wins; stuffed and gamey gets skipped.
- It can’t fake reviews — don’t try. Writing fake reviews or stuffing them with keywords is against every platform’s rules and AI assistants are getting better at smelling it. The review-reply prompt is for real reviews only.
- It can’t keep your personality if you don’t ask. Generic is the default failure mode. Tell it your voice, give it an example of how you actually talk, and edit until it sounds like you. Buyers can tell when a shop went full robot — and a lot of them say they won’t buy from one.
- It can’t replace good photos. AI discovery gets people to your page. Your photos and price close the sale. This fixes the words, not everything.
The bottom line
You already did the hard part — you made the product. Rewriting the listing so an AI can actually understand it is a couple of hours with five prompts, and it pays off twice: better odds of getting recommended in ChatGPT, and cleaner copy for plain old Google too.
Start with your bestsellers. Be specific. Keep your voice. Don’t let it make things up. That’s the whole game.
Want to go further? The Sell on ChatGPT course builds these prompts into a full listing system, and Answer Engine Optimization for Small Business covers getting your whole shop quoted by AI — not just one product at a time.
Sources
- Buy it in ChatGPT: Instant Checkout and the Agentic Commerce Protocol — OpenAI
- Power product discovery in ChatGPT — chatgpt.com/merchants
- Shopify Spring ‘26 Edition — merchant announcement (June 17, 2026)
- Shopify Spring ‘26 Edition: Agentic Commerce, UCP & Catalog — Digital Applied
- OpenAI revamps shopping in ChatGPT after Instant Checkout — CNBC (March 24, 2026)
