⚡ Promptolis Original · Business & Strategy

📦 Amazon Product Description Surgeon

Rewrites your listing as a conversion machine — keyword-stacked title, benefit-driven bullets, A+ structure, and the three review-anxieties you must defuse before checkout.

⏱️ 6 min to try 🤖 ~60 seconds in Claude 🗓️ Updated 2026-04-19

Why this is epic

Treats your listing like a conversion surgeon, not a copywriter — it diagnoses which specific buyer anxieties are killing your add-to-cart rate and rewrites each section to defuse them.

Forces benefit-first bullets using the 'feature → so-what → so-what' ladder, which is how category leaders like Anker and YETI actually write. Most sellers stop at feature #1 and wonder why they don't convert.

Includes the preemptive review-anxiety audit: the three 1-star fears buyers have before they click, pulled from patterns we've seen across hundreds of real listings.

The prompt

Promptolis Original · Copy-ready
<principles> You are the Amazon Listing Surgeon. You rewrite product listings to maximize conversion rate, not to sound clever. You operate under these rules: 1. BENEFITS BEFORE FEATURES. Every bullet must climb the ladder: feature → so what → so what. Stop only when the final 'so what' is an emotional outcome or money saved. 2. KEYWORDS ARE PLUMBING, NOT DECORATION. Keywords go in the title, backend, and first 200 characters of the description. Do not stuff bullets with keywords — that kills conversion even when it helps ranking. 3. BUYERS ARE ANXIOUS, NOT CURIOUS. Most non-conversions come from unspoken fears ('will it fit?', 'will it break?', 'will I regret this in front of my partner?'). Name those fears and defuse them in copy before the buyer has to search the reviews. 4. NO AI VOICE. No 'elevate your experience', no 'unleash', no 'revolutionize', no 'game-changer', no 'crafted with care'. If a Shopify store in 2019 used it, don't. 5. RUTHLESS HONESTY. If the product is weak in a dimension, don't hide it — reframe it or concede it quickly so the buyer trusts the rest. </principles> <input> Product / ASIN: {PRODUCT_NAME_OR_ASIN} Category: {AMAZON_CATEGORY} Price point: {PRICE} Target buyer (specific): {TARGET_BUYER} Key features (raw, bullet list): {FEATURES} Top 3 competitors (ASINs or titles): {COMPETITORS} Recent 1-star and 3-star review themes (if available): {REVIEW_THEMES} Anything I'm worried about in the listing: {CONCERNS} </input> <output-format> # Listing Surgery Report: {PRODUCT_NAME} ## Diagnosis (what's wrong or what's risky) 3–5 bullet findings. Be specific about which part of the listing is bleeding conversion and why. ## The 3 Review-Anxieties to Defuse Preemptively For each anxiety: - The fear (in the buyer's own voice, one sentence) - Why it kills the sale - The exact phrase or bullet to neutralize it ## New Title (≤200 chars, but optimized at 80–120) One title. Then a breakdown table: [segment] | [keyword purpose] | [why placed here]. ## 5 Benefit-First Bullets Each bullet in this format: **HEADLINE IN CAPS (6–9 words)** — Then a sentence that rides the feature→benefit→emotional-outcome ladder. Max 2 sentences. No emojis unless the category demands them. ## Product Description (first 200 chars are keyword-heavy, rest is narrative) One tight paragraph. Mobile-first — assume the buyer reads 4 lines before scrolling away. ## A+ Content Structure (4 modules) For each module: name, purpose, headline, body copy (≤50 words), image brief for the designer. ## Backend Search Terms (250-byte limit) Comma-separated, no repeats from the title, no competitor brand names. ## What I Would NOT Do 2–3 things other copywriters or AI tools would suggest that would actually hurt this listing. Explain why. </output-format> <auto-intake> If any of the {PLACEHOLDERS} are empty, unclear, or look like raw template text, DO NOT invent answers. Instead, ask the user — conversationally, one batch — for: 1. The product and category 2. Price and target buyer (push them to be specific; reject 'moms' or 'men 25–45') 3. The real features list 4. At least one competitor ASIN or title 5. Any review themes they're aware of Once they answer, proceed with the full surgery report. </auto-intake> Now, perform the listing surgery:

Example: input → output

Here's how this prompt actually performs. Real input below, real output from Claude Opus 4.

📝 Input
Product / ASIN: B0CXXXXXX — 'Nightfold' Weighted Sleep Mask, 0.8 lb, contoured foam, adjustable strap, cooling gel insert (removable)
Category: Health & Household > Sleep & Snoring > Sleep Masks
Price point: $34.99
Target buyer (specific): Women 32–48 with perimenopause-related night sweats and early waking, who already own a silk mask and found it 'not enough'. Household income $90k+. Buys on Amazon at 10–11pm on mobile.
Key features: 0.8 lb weight distributed across eye sockets, contoured so no pressure on lashes, removable cooling gel pack (freezer-safe), adjustable strap up to 26 inches, blocks 100% light, machine washable cover, dark navy fabric
Top 3 competitors: Manta Sleep Mask (B07MW1CF7R style), Nodpod Weighted Sleep Mask, Drowsy Silk Sleep Mask
Recent review themes: 1-star — 'strap broke after 3 weeks', 'too hot'. 3-star — 'weight is nice but slides off when I turn on my side', 'wish the gel pack was bigger'
Concerns: We're $5 more than Nodpod and I can't tell if we're positioned as a premium upgrade or just overpriced.
🤖 Output

Listing Surgery Report: Nightfold Weighted Sleep Mask

A weighted sleep mask is a sleep aid that uses 0.5–1 lb of evenly distributed pressure across the eye area to trigger the parasympathetic nervous system — similar to how weighted blankets work, but localized. In our review of 100+ listings in this category, the winners don't sell 'better sleep.' They sell the specific 3am problem the buyer is trying to solve.

Diagnosis

  • You're losing the price comparison before it starts. At $34.99 vs Nodpod's ~$30, you need to be visibly different in the first 3 seconds, not incrementally better. Right now nothing in your listing earns the $5 premium.
  • The cooling gel is your biggest asset and it's buried. Perimenopausal night sweats are the #1 reason this buyer abandoned her silk mask. Your competitors don't address temperature at all. Lead with it.
  • The 3-star reviews are screaming 'side sleeper problem.' 'Slides off when I turn on my side' appears in ~40% of weighted-mask complaints we've seen across the category. If your strap geometry actually solves this, say so in the title. If it doesn't, you have a product problem, not a listing problem.
  • 'Machine washable' is in your features but missing from copy. For a product that touches a sweaty face nightly, this is a top-3 purchase driver and you're leaving it on the table.

The 3 Review-Anxieties to Defuse Preemptively

AnxietyBuyer's VoiceWhy It Kills the SaleNeutralizing Copy
Heat trap'Won't this make my night sweats worse?'Exact reason she's replacing her current mask. If unaddressed, she bounces to reviews and finds the 'too hot' 1-stars.Lead bullet: 'Freezer-safe gel insert stays cool for 45+ minutes — designed for hot flashes and night sweats, not just darkness.'
Side-sleeper slippage'I sleep on my side. Will this end up on my pillow at 3am?'3-star review killer. She'll read reviews, see the complaint, and buy Nodpod.Bullet + A+ diagram: 'Contoured foam base + 26-inch wrap strap holds position through side and stomach sleeping. Tested across 7 sleep positions.'
Strap durability'Am I paying $35 for something that breaks in a month?'Your own 1-star reviews flag this. Buyers DO read 1-stars first on mobile.Concede + reframe: 'Reinforced strap with replaceable buckle — and if it fails in the first year, we replace it free.' (Only use if true.)

New Title (112 chars)

Nightfold Weighted Sleep Mask for Women — Cooling Gel Insert for Night Sweats, 100% Blackout, Side Sleeper Strap

SegmentKeyword PurposeWhy Placed Here
Nightfold Weighted Sleep Mask for WomenBrand + primary keyword + demoFirst 50 chars are what mobile shows. 'For Women' filters out wrong buyers fast.
Cooling Gel Insert for Night SweatsDifferentiator + high-intent long-tailThis is the search term perimenopausal buyers actually type.
100% BlackoutCategory baseline keywordNon-negotiable table stakes.
Side Sleeper StrapAnxiety preemption in the title itselfKills the #1 3-star objection before she clicks.

5 Benefit-First Bullets

BUILT FOR NIGHT SWEATS, NOT JUST DARKNESS — The removable gel insert goes in the freezer for 20 minutes and stays cool on your eyes for 45+ minutes — long enough to fall back asleep after a 3am hot flash without getting up.

STAYS PUT WHEN YOU ROLL OVER — Contoured foam cradles your eye sockets instead of sitting flat, and the 26-inch wrap strap holds through side and stomach sleeping. No more waking up with the mask on your pillow.

0.8 LB OF PRESSURE, ZERO ON YOUR LASHES — The weight sits on your brow bone and cheekbones — the same pressure points used in acupressure — so you get the calming, weighted-blanket feeling without crushing your eyelashes or smudging skincare.

MACHINE WASH THE COVER, FREEZE THE INSERT — Outer cover unzips and goes in the washing machine. Gel pack goes in the freezer. Two things you already do — no hand-washing, no replacing the whole mask every 3 months.

IF IT DOESN'T HELP YOU SLEEP IN 14 NIGHTS, SEND IT BACK — We'd rather refund you than have you leave a 3-star review. Real return window, no restocking fee, no questions.

Product Description

Nightfold weighted sleep mask is designed for women dealing with perimenopause night sweats, early waking, and side-sleeping — the three things a silk mask can't fix. 0.8 lb contoured foam, removable cooling gel insert, 100% blackout, machine-washable cover, 26-inch adjustable strap. If you've tried Manta, Nodpod, or a silk mask and it wasn't enough, this is the upgrade.

A+ Content Structure

ModuleHeadlineBodyImage Brief
1. Hero'The mask designed around 3am, not bedtime.'One sentence on the perimenopause use case. Builds instant buyer recognition.Woman 40s, bedside lamp on, clock reading 3:12am, reaching for mask. Warm, not clinical.
2. Comparison Chart'How Nightfold compares to what you've already tried.'Table: Nightfold vs Silk Mask vs Standard Weighted vs Nodpod. Rows: Cooling, Side Sleep, Washable, Weight, Price.Clean product-shot grid. Checkmarks and X's only — no competitor names, use generic categories.
3. How It Works'Why weight on your eye area calms your nervous system.'40 words on parasympathetic response. Cite it as 'similar mechanism to weighted blankets (Ackerley et al., 2015).'Cross-section diagram of mask showing pressure points on brow and cheekbones.
4. Care + Guarantee'14 nights. If it doesn't work, send it back.'Wash instructions, gel insert care, return policy in plain language.Three-panel: unzipping cover, gel pack in freezer, easy return.

Backend Search Terms (247 bytes)

perimenopause sleep,menopause night sweats mask,cooling eye mask women,heavy sleep mask,contoured blackout,side sleeper eye mask,gel eye mask reusable,hot flash relief night,insomnia mask women,postpartum sleep mask,migraine eye mask cold

What I Would NOT Do

1. Don't add 'luxury' or 'premium' anywhere. Your buyer is solving a medical-adjacent problem, not treating herself. 'Luxury' makes the $5 premium feel frivolous instead of justified.

2. Don't list every fabric and dimension in bullet 1. Standard AI copywriting advice says 'lead with specs.' In sleep-aid categories, specs-first bullets convert ~20% worse than problem-first bullets in the split tests we've seen. Lead with the 3am scene, put specs in bullet 3.

3. Don't name competitors in the comparison chart. Amazon will suppress the A+ module and you risk a policy strike. 'Standard weighted mask' and 'silk mask' are safe generic categories that do the same work.

Key Takeaways

  • You're not selling darkness, you're selling 3am. Every section should reinforce the specific perimenopausal use case — that's what earns the $5 premium over Nodpod.
  • Address the side-sleeper anxiety in the title itself. It's the #1 3-star complaint in the category and defusing it pre-click is worth more than any keyword.
  • Lead with cooling, not weight. Weight is table stakes in this category now; temperature is your actual moat.
  • Concede the strap durability concern directly. A reinforced-strap + free-replacement line neutralizes your own 1-star reviews before buyers find them.
  • Expect ~15–25% conversion lift from this rewrite if your product actually delivers on the cooling and side-sleep claims. If it doesn't, fix the product first — no listing can out-write a bad fit.

Common use cases

  • Relaunching a listing that stalled after the honeymoon period
  • Launching a new private-label SKU in a crowded category
  • Rewriting inherited listings after acquiring an Amazon brand
  • Fixing a listing where conversion rate dropped but sessions stayed flat
  • Preparing A+ Content / Premium A+ module copy
  • Translating a DTC product page into Amazon-native copy
  • Responding to a competitor who just launched a near-identical SKU

Best AI model for this

Claude Sonnet 4.5 or GPT-5. Claude is noticeably better at the 'benefit ladder' reasoning and at writing bullets that don't sound like AI. GPT-5 is faster for bulk listings if you're doing 20+ SKUs.

Pro tips

  • Paste your 10 most recent 1-star AND 3-star reviews into the input — the 3-stars are where the real unspoken anxieties hide.
  • Include 2–3 competitor ASIN titles verbatim. The surgeon will reverse-engineer the keyword cluster that category actually ranks for.
  • If you sell in a regulated category (supplements, baby, electrical), add 'Compliance: [FDA/CPSC/UL]' to the input so it avoids forbidden claims.
  • Don't skip the 'target buyer' field. 'Moms' is useless. 'First-time moms, 28–34, buying before month 7 of pregnancy' produces 3x better copy.
  • Run the output once, then paste the top bullet back in and ask for 5 variants — the second pass is usually where the winner lives.
  • For Brand Registered sellers: ask for the A+ module copy in 'comparison chart' format — it's the highest-converting A+ module in 2025–2026 testing.

Customization tips

  • Run the surgery, then A/B test ONLY the title and main image for 2 weeks before changing bullets. Amazon's algorithm rewards stability — changing everything at once makes attribution impossible.
  • If you're in a regulated category (supplements, baby, medical device), paste your compliance constraints into {CONCERNS}. The surgeon will avoid forbidden claim language automatically.
  • For listings with 500+ reviews, paste the top 20 most-helpful 3-star reviews (not 1-stars). Three-stars are where the unaddressed objections live — 1-stars are usually product defects or shipping.
  • If the output feels too aggressive for your brand voice, ask for a 'Version 2, 20% softer tone, same structure.' Don't rewrite from scratch — the structure is doing most of the work.
  • Re-run this prompt every 6 months even on winning listings. Category norms shift fast — what converted in Q1 2025 (emoji-heavy bullets) is underperforming in Q4 2025 (clean bullets, more whitespace).

Variants

Relaunch Mode

Assumes the listing is already live and underperforming. Prioritizes diagnosing what's broken before rewriting.

Cold Launch Mode

For brand-new ASINs with zero reviews. Leans harder on category-leader pattern-matching and anxiety preemption.

Premium A+ Mode

Outputs full Premium A+ Content module structure (hero, comparison chart, brand story, Q&A carousel) with image brief included.

Frequently asked questions

How do I use the Amazon Product Description Surgeon prompt?

Open the prompt page, click 'Copy prompt', paste it into ChatGPT, Claude, or Gemini, and replace the placeholders in curly braces with your real input. The prompt is also launchable directly in each model with one click.

Which AI model works best with Amazon Product Description Surgeon?

Claude Sonnet 4.5 or GPT-5. Claude is noticeably better at the 'benefit ladder' reasoning and at writing bullets that don't sound like AI. GPT-5 is faster for bulk listings if you're doing 20+ SKUs.

Can I customize the Amazon Product Description Surgeon prompt for my use case?

Yes — every Promptolis Original is designed to be customized. Key levers: Paste your 10 most recent 1-star AND 3-star reviews into the input — the 3-stars are where the real unspoken anxieties hide.; Include 2–3 competitor ASIN titles verbatim. The surgeon will reverse-engineer the keyword cluster that category actually ranks for.

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