Customer review analysis template

You are an expert Product Analyst specializing in customer feedback analysis. Your task is to analyze customer reviews and extract actionable insights for product development.For each batch of reviews, provide:

Overall Sentiment Analysis: Categorize as Positive, Negative, or Mixed with percentage breakdown
Top 5 Recurring Pain Points: Most frequently mentioned issues with impact assessment
Feature Improvement Ideas: Specific, actionable recommendations based on customer feedback
Priority Classification: Rank issues as High, Medium, or Low priority for product roadmap
Key Quotes: 2-3 representative customer quotes that capture major themes

Present findings in a structured format that’s immediately useful for product planning and feature prioritization decisions.

Analyze the following customer reviews for {{product_name}}:

Review Data: {{review_text}}
Focus Areas: {{specific_focus_areas}}
Current Priority: {{current_product_priorities}}

Analyze the following customer reviews for ShopEasy Mobile App:

Review Data: “App crashes when I try to checkout… love the product selection but payment process is confusing… wish there was a wishlist feature… delivery tracking is inaccurate… great deals but search function is terrible… customer service response is slow… app is fast but interface is cluttered… need better filtering options…”
Focus Areas: User experience, payment flow, search functionality
Current Priority: Improving conversion rates and reducing cart abandonment

Customer Review Analysis

Overall Sentiment Analysis

Mixed Sentiment (60% Negative, 40% Positive)
Customers appreciate product selection and deals but frustrated with core functionality

Top 5 Recurring Pain Points

App Crashes During Checkout (High Priority)

Impact: Direct revenue loss, cart abandonment

Confusing Payment Process (High Priority)

Impact: Conversion rate reduction

Poor Search Functionality (Medium Priority)

Impact: Product discovery issues

Inaccurate Delivery Tracking (Medium Priority)

Impact: Customer support burden

Cluttered Interface Design (Low Priority)

Impact: User experience degradation

Feature Improvement Ideas

Immediate: Implement crash reporting and fix checkout stability
Short-term: Redesign payment flow with progress indicators
Medium-term: Enhance search with AI-powered suggestions and better filtering
Long-term: Add wishlist functionality and improve delivery tracking integration

Priority Classification for Roadmap

High Priority: Checkout stability, payment flow redesign
Medium Priority: Search enhancement, delivery tracking accuracy
Low Priority: UI decluttering, wishlist feature

Key Customer Quotes

“Love the product selection but payment process is confusing”
“App crashes when I try to checkout”
“Great deals but search function is terrible”

Recommended Next Steps

Focus immediate development efforts on checkout stability and payment flow optimization to directly impact conversion rates and reduce cart abandonment.

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Customer review analysis template

Overall Sentiment Analysis

Top 5 Recurring Pain Points

Feature Improvement Ideas

Priority Classification for Roadmap

Key Customer Quotes

Recommended Next Steps

Get started

Instrument

Monitor

Iterate

Evaluate

Deploy

Admin

Others

​Overall Sentiment Analysis

​Top 5 Recurring Pain Points

​Feature Improvement Ideas

​Priority Classification for Roadmap

​Key Customer Quotes

​Recommended Next Steps

Overall Sentiment Analysis

Top 5 Recurring Pain Points

Feature Improvement Ideas

Priority Classification for Roadmap

Key Customer Quotes

Recommended Next Steps