Results & Analytics
ProdExam uses AI to analyze your responses and generate actionable insights automatically.
You can also do this with AI. Try it with Testflow MCP
Executive Summary
A human-readable overview of your test results. Includes:
• Key findings from user feedback
• Overall sentiment assessment
• Recommended actions based on feedback
Sentiment Analysis
AI analyzes each response to determine emotional tone:
• Positive: Satisfaction, praise, success
• Neutral: Factual, observational
• Negative: Frustration, confusion, criticism
Theme Extraction
AI identifies recurring themes across responses:
• Groups similar feedback together
• Creates tags you can filter by
• Displayed as a word cloud
Auto-Tagging
Each response is automatically tagged with relevant topics, making it easy to filter and group related feedback.
• Summary tab: Executive summary and key metrics
• Responses tab: Sentiment badges on each response
• Filter bar: Theme/tag dropdown for filtering
• Charts: Sentiment distribution chart
Wait for enough responses
AI insights are most valuable with 20+ responses. Patterns emerge with more data.
Use open-ended questions
AI analysis works best on text responses, not just ratings.
Check negative sentiment first
Focus on negative feedback to find your biggest opportunities for improvement.
MCP
You can also generate AI insights using ProdExam's MCP integration with AI assistants like Claude, ChatGPT, or Cursor.
Example prompt:
"Generate an executive summary of Checkout Flow feedback"© 2026 ProdExam. All rights reserved.