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Recipe

Product review summary

Aggregate customer reviews into a structured summary with sentiment breakdown and key themes.

Ingredients

  • Product review dataset (CSV or JSON array)
  • Sentiment analysis prompt template
  • Theme extraction prompt template
  • Summary generation prompt template

Steps

  1. 1Load the review dataset and validate each entry has a rating and body text.
  2. 2Run sentiment analysis on every review body. Classify as positive, neutral, or negative with a confidence score.
  3. 3Extract recurring themes from positive and negative reviews separately. Group similar mentions.
  4. 4Generate a structured summary: overall sentiment distribution, top 3 praised themes, top 3 criticized themes, and a one-paragraph executive summary.

Output

A JSON object with sentiment counts, theme arrays, and a markdown summary block ready for dashboard rendering or report generation.

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