Works with the AI tools you already use
⭐ Reputation Analyzer
Automated sentiment analysis and thematic clustering of customer reviews with prioritized action plans.
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See it in action
You say
Analyze the reviews from our latest CSV export and compare them to this competitor's Google Maps link: https://www.google.com/maps/place/CompetitorA. Highlight where we are losing.
Your agent does
Comparison Analysis: You vs. Competitor A Sentiment: You (3.8⭐) | Comp A (4.2⭐) Key Weakness: Pricing (32% neg. reviews for you vs. 12% for Comp A). Recommendation: Review pricing strategy for the 'Premium' tier; competitor is perceived as offering better price-performance ratio in current sentiment.
What you get
About this skill
Unlock Deep Insights from Customer Feedback
The Reputation Analyzer is a specialized tool for developers and agencies to transform unstructured customer reviews into actionable business intelligence. Instead of manually sifting through star ratings, this skill uses a sophisticated text-processing engine to identify sentiment, cluster themes, and detect reputation risks.
Feature Highlights
- Multi-Source Analysis: Processes data from URLs (Google, Trustpilot, ProvenExpert), CSV exports, or direct text input.
- Advanced Sentiment Engine: Uses weighted lexicons and negation detection to calculate precise scores beyond 1-5 star ratings.
- Automated Topic Clustering: Groups feedback into pillars like Product, Service, Support, Pricing, and Delivery for focused improvements.
- Trend Tracking: Generates longitudinal reports to visualize whether your reputation is improving or declining over months.
- Strategic Prioritization: Automatically identifies "Critical Areas" and produces prioritized recommendations with success metrics.
Why This Skill?
Unlike simple AI prompting, this skill implements a structured, multi-step NLP pipeline that handles edge cases like emojis, sarcasm markers, and platform-specific biases. It's fully API-free, ensuring 100% data privacy and zero per-run costs for enterprise-grade reporting.
Data Output
Produces a comprehensive Markdown report for human stakeholders and a structured JSON block for seamless dashboard integration.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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