Sentiment Monitoring (Grade A) logo

Sentiment Monitoring (Grade A)Security-tested data-ai skill for Claude AI. Grade A. When the user wants to monitor reviews, mentions, and community sentiment about their own product. Also use when the user mentions "track our revi

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Daniel NikulshynReviewed by Daniel Nikulshyn·Updated July 2026

Overview

Sentiment Monitoring is a skill that allows founders to track reviews, mentions, and community sentiment about their own product. It's useful for catching bad reviews early, understanding community sentiment trends over time, and monitoring specific review platforms for new reviews. This skill is different from review-mining, as it focuses on the founder's own product's reputation. To use it, the founder must provide a list of platforms to monitor, such as Product Hunt, Google Maps, and Reddit, and define the monitoring frequency, response policy, and escalation threshold. The skill analyzes reviews for sentiment, core issues, validity, impact, and pattern, and generates a sentiment report summarizing the findings with trends.

Key features

  • Review and mention monitoring
  • Sentiment analysis (positive, mixed, negative, critical)
  • Severity scale categorization
  • Draft response generation for negative and critical reviews
  • Sentiment report generation with trends

Pricing

Model
Free
Category
Skills
Rating
No reviews yet

Use cases

Product Launch Monitoring

Monitor reviews and mentions during the launch phase to catch any early issues or feedback.

Reputation Management

Track and respond to reviews and mentions to maintain a positive brand reputation.

Competitive Analysis

Monitor sentiment about your product and competitors' products to understand market trends.

Pros & Cons

Pros

  • Early detection of bad reviews and mentions
  • Understanding community sentiment trends
  • Ability to respond quickly to customer complaints
  • Monitoring of multiple review platforms

Cons

  • Requires setup and maintenance of monitoring list
  • May require response policy and escalation threshold definition
  • Limited to monitoring specified platforms

Reviews

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Q&A

What are the limitations of Sentiment Monitoring?

Sentiment Monitoring requires setup and maintenance of the monitoring list, may require response policy and escalation threshold definition, and is limited to monitoring specified platforms.

Asked by Vikram Rao · Dec 17, 2025

What features does Sentiment Monitoring include?

Sentiment Monitoring includes review and mention monitoring, sentiment analysis, severity scale categorization, draft response generation, and sentiment report generation with trends.

Asked by Hana Kobayashi · Dec 2, 2025

What platforms can be monitored?

The founder must provide a list of platforms to monitor, such as Product Hunt, Google Maps, and Reddit, and define the monitoring frequency and response policy.

Asked by Ivana Novak · Sep 6, 2025

What is Sentiment Monitoring used for?

Sentiment Monitoring is used to track reviews, mentions, and community sentiment about a founder's own product, allowing them to catch bad reviews early and understand sentiment trends over time.

Asked by Aisha Khan · Sep 2, 2025

Ask a question

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