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Tool: Reviews Sentiment & Themes Analyzer

Analyze customer and product reviews for sentiment, score, themes and emotions using premium AI. Paid Apify plans only.

8 fields per record JSON · CSV · Excel · API Pay per use
reviews-sentiment-tool.json 200 OK
{
  "review": "The headphones sound great and the battery las…",
  "truncated": false,
  "sentiment": "neutral",
  "score": 0.2,
  "themes": ["sound quality","battery","build quality","…,
  "emotions": ["satisfaction","disappointment"],
  "summary": "Good sound and battery life, but the case feel…",
  "observedAt": "2026-07-25T00:20:41.530Z"
}
What you get

Every run returns clean, typed records, ready for your CRM, spreadsheet or database.

  • One clean record per result, deduped and normalized
  • Stable schema in JSON, CSV or Excel, or read it via the Apify API
  • Pay per use in the cloud, nothing to install or maintain
Fields it returns
ReviewTruncatedSentimentScoreThemesEmotionsSummary
Sample output

A real example record, exactly the shape you receive.

ReviewTruncatedSentimentScore
The headphones sound great and th…falseneutral0.2
Shipping took three weeks and the…falsenegative-0.5
Absolutely love this blender. Qui…falsepositive0.95
GET /reviews-sentiment-tool
{
  "review": "The headphones sound great and the battery las…",
  "truncated": false,
  "sentiment": "neutral",
  "score": 0.2,
  "themes": ["sound quality","battery","build quality","…,
  "emotions": ["satisfaction","disappointment"],
  "summary": "Good sound and battery life, but the case feel…",
  "observedAt": "2026-07-25T00:20:41.530Z"
}

Ready when you are.

Run the scraper live on Apify right now, or have us build one tailored to exactly what you need.