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Review Intelligence Platform

Summarize reviews and extract sentiment themes and improvement areas

Overview Capabilites Agent Workflow Example prompt

Overview

The Review Intelligence Platform analyzes customer reviews at scale to extract sentiment themes, identify improvement areas, and surface actionable insights that drive product and service enhancements. Companies collect thousands of reviews across multiple platforms but lack the resources to systematically analyze them for strategic insights. This agent processes reviews from all sources, identifies recurring themes in both positive and negative feedback, tracks sentiment trends over time, and prioritizes improvement opportunities by impact. It transforms review data from noise into strategic intelligence that informs product roadmaps, service improvements, and customer experience initiatives.

Capabilities

Analyze reviews from multiple platforms to identify sentiment themes
Extract specific improvement areas mentioned in negative feedback
Track sentiment trends and changes over time
Prioritize issues by frequency, severity, and business impact
Surface positive themes to reinforce in marketing and product

Agent Workflow

Input: User provides review data from one or multiple platforms
Sentiment Analysis: Agent categorizes reviews by overall sentiment
Theme Extraction: Identifies recurring topics in positive and negative feedback
Trend Analysis: Tracks sentiment changes over time periods
Prioritization: Ranks improvement opportunities by impact
Output: Delivers comprehensive review intelligence report with recommendations

Example prompt

"Analyze 2,500 customer reviews from the past 6 months across Google, Yelp, and Trustpilot for our restaurant chain. Identify the top 5 themes in positive reviews (what customers love) and top 5 themes in negative reviews (what needs improvement). For negative themes, quantify how often each appears and assess severity based on language used. Track sentiment trend month-over-month to see if we're improving or declining. Prioritize the top 3 improvement areas that would have the biggest impact on overall satisfaction. Also surface any location-specific issues—flag any individual restaurants with significantly worse sentiment than the chain average."