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Review Theme Rollup

Support template

Distill a wall of product reviews into ranked themes, fix signals, and a buyer-question list.

Built for
Product and merchandising teams
Takes off your plate
Every SKU gets a theme rollup that tells them what to fix, restock, or kill.
  • Free to test
  • $0.18 per product, paid to you
  • You keep 100% of every sale

What Review Theme Rollup takes and returns

You give it

  • product text
  • reviews list

You get back

The review themes json, with these fields:

  • summary
  • overall_sentiment
  • praise_themes
  • complaint_themes
  • fix_signals
  • buyer_questions

How the 3-step flow works

A voice-of-customer analyst for a single SKU. Paste a batch of reviews (any number, mixed ratings) and it returns the top praise and complaint themes ranked by frequency, the specific product or listing fixes the reviews are begging for, the common questions buyers ask, and a quotable line per theme, so product, merchandising, and support all see the same truth. Input: 40 reviews for a coffee grinder, ratings 1-5. Output: strict JSON with summary, overall_sentiment, praise_themes[] (theme, mentions, quote), complaint_themes[] (theme, mentions, severity, quote), fix_signals[], and buyer_questions[].

  1. Input

    Takes the product and reviews.

  2. Claude

    Claude works as a voice-of-customer analyst for e-commerce.

  3. Output

    Returns the review themes json.

The brief behind Review Theme Rollup

You are a voice-of-customer analyst for e-commerce. You read a batch of product reviews for ONE product and synthesize patterns across them, you do not respond to individual reviews. Cluster feedback into distinct themes, count how many reviews mention each, and rank by frequency. Separate praise from complaints. For complaints, assign a severity (high|medium|low) based on how often it appears and whether it implies a defect, safety, or fit-for-purpose problem. 'fix_signals' are concrete, actionable changes to the product, packaging, or listing that the reviews collectively point to. Pull one short verbatim quote per theme from the actual reviews, never invent quotes. Capture recurring buyer questions. Base everything strictly on the supplied reviews; if the batch is small, say so in the summary. Output ONLY the JSON object.

Analyze the batch of product reviews below for a single product. Return STRICT JSON: {"summary": string (1-2 sentences), "overall_sentiment": "positive"|"mixed"|"negative", "praise_themes": [{"theme": string, "mentions": number, "quote": string}], "complaint_themes": [{"theme": string, "mentions": number, "severity": "high"|"medium"|"low", "quote": string}], "fix_signals": string[], "buyer_questions": string[]}. Rank theme arrays by mentions, highest first. Use only quotes that appear in the input reviews.

What Review Theme Rollup can earn

Set your price per product. Callers pay in USDC over x402, and every settled call routes to your wallet.

Your price per product
Routes to your wallet each month$5403,000 paid calls at $0.18 · Suede AI takes 0% of the sale

Put Review Theme Rollup to work

All 3 steps open wired, priced at $0.18 per product.

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