Sample outputs
Examples of release notes generated by the automation at different stages of refinement.
Example 1: Initial run (v1 prompt)
Repository: Sample docs repository (50 commits)
Date range: January 1 - January 31, 2024
Prompt version: v1 (simple)
Accuracy: approximately 65%
Generated output
# Release Notes
**Date:** 2024-01-31
**Period:** Since 2024-01-01
## New Features
- Add user authentication feature
- Create dashboard analytics view
- Improve search performance by 50% (Should be Enhancement)
- Add webhook support for integrations
- Update CI/CD pipeline configuration (Should be excluded - internal)
## Enhancements
- Update API response format for consistency
- Add better error messages (Should be New Feature)
- Refactor database connection pooling (Should be excluded or enhancement)
## Bug Fixes
- Fix memory leak in parser
- Resolve login timeout issue
- Improve validation logic (Should be Enhancement)
- Update dependencies (Should be excluded)
## Documentation
- Update API documentation with new endpoints
- Fix typos in README
- Add release notes process doc
- Update test documentation (Should be excluded - internal)
Issues
- Performance improvement miscategorized as feature
- Internal CI/CD changes included
- Dependency updates included
- "Improve" sometimes feature, sometimes enhancement
- Test documentation included
Manual cleanup needed: 30-40 minutes
Example 2: Refined run (v4 prompt)
Repository: Same repository
Date range: January 1 - January 31, 2024
Prompt version: v4 (production)
Accuracy: approximately 91%
Generated output
# Release Notes
**Date:** 2024-01-31
**Period:** Since 2024-01-01
## New Features
- Add user authentication system - Supports OAuth2 and SAML providers
- Create dashboard analytics view - Real-time metrics for team performance
- Add webhook support for integrations - Enables third-party tool connections
- Introduce new API versioning system - Better backward compatibility
## Enhancements
- Improve search performance by 50% - Faster results for large datasets
- Update API response format - More consistent JSON structure
- Optimize database connection pooling - Reduced latency under high load
- Better error messages with context - Easier debugging for developers
## Bug Fixes
- Fix memory leak in parser - Resolves high memory usage over time
- Resolve login timeout issue - Users can now stay logged in as expected
- Correct validation logic for email fields - Accepts valid international emails
## Documentation
- Update API documentation with new endpoints
- Fix typos in README and getting started guide
- Add troubleshooting section to developer docs
Improvements
- Performance improvement correctly categorized
- Internal changes (CI/CD, tests, dependencies) excluded
- Clear feature/enhancement distinction
- Context added where commit messages were vague
- Only user-facing changes included
Manual cleanup needed: 10-12 minutes (mostly adding business context)
Example 3: Real world - API documentation
Repository: API documentation repository
Date range: 2 week sprint
Commits: 35
Prompt version: v4 customized for docs repo
Generated output
# Documentation Updates - Sprint 24
**Date:** 2024-01-28
**Period:** Sprint 24 (January 15-28, 2024)
## New Content
- Added GraphQL API reference documentation
- Created getting started guide for REST API
- New tutorial: Integrating webhooks with your system
- Added code examples in Python and JavaScript
## Content Improvements
- Updated authentication guide with OAuth 2.0 details
- Improved error response documentation with more examples
- Enhanced API overview with architecture diagrams
- Better organization of endpoint reference pages
## Content Fixes
- Corrected incorrect parameter types in product endpoints
- Fixed broken links to external resources
- Updated outdated rate limiting information
- Corrected code examples that had syntax errors
## Site Improvements
- Improved search functionality for better discoverability
- Added dark mode toggle
- New responsive navigation for mobile users
Notes:
- Categories customized for documentation repository
- "Bug Fixes" renamed to "Content Fixes" (more appropriate)
- All commits are user-facing (no internal exclusions needed)
- Focus on reader impact, not technical implementation
Example 4: Real world - E-commerce application
Repository: Frontend application
Date range: 1 month
Commits: 87
Prompt version: v4 customized for frontend
Generated output
# Release Notes - February 2024
**Date:** 2024-02-01
**Period:** February 1-28, 2024
## New Features
- **Product Filters** - Added advanced filtering by category, price range, and ratings
- **Save for Later** - Users can now save items and get back-in-stock alerts
- **Order Tracking** - New dashboard to track order and shipping status
- **Product Reviews** - Browse reviews and ratings from verified purchasers
- **Mobile Checkout Wizard** - Simplified checkout flow for mobile users
## Enhancements
- **Search Performance** - 60% faster product search results loading
- **Checkout Form** - Better autofill for returning customers
- **Navigation** - Redesigned header for improved discoverability
- **Accessibility** - Better screen reader support throughout site
- **Responsive Design** - Improved experience on tablets and mobile
## Bug Fixes
- **Login** - Resolved issue where some users couldn't log in on Safari
- **Checkout Submit** - Fixed error when applying multiple discount codes
- **Search Results** - Corrected issue with filters not persisting
- **Email Notifications** - Fixed timing issue with order confirmation emails
- **Mobile Menu** - Resolved menu not closing on navigation
## UI Improvements
- Refreshed color scheme for better contrast
- Updated button styles for consistency
- New loading animations
- Improved empty states with helpful messages
Notes:
- Added custom "UI Improvements" category for frontend
- Emphasized user benefits over technical implementation
- Organized by feature area when multiple related changes
- Clear, user-friendly language
Example 5: Before versus after comparison
Same commit set, different prompts
Commit: "Refactor authentication flow to use JWT tokens"
With v1 prompt:
Issue: Categorized as feature (enhancement to existing auth)With v4 prompt:
## Enhancements
- Update authentication system to use JWT tokens - Improved security and performance
Commit: "Fix typo in API response field"
With v1 prompt:
Issue: Should be excluded if only in documentationWith v4 prompt:
Better: Correctly filtered out per exclusion rulesCommit: "Add caching layer for API responses"
With v1 prompt:
Issue: "Add" suggests new feature, but lacks clarityWith v4 prompt:
Better: Correctly identified as new capability with contextOutput format variations
Minimal format
## New Features
- Add user authentication
- Create dashboard view
## Enhancements
- Improve search performance
- Update API format
## Bug Fixes
- Fix memory leak
- Resolve timeout issue
Detailed format with links
## New Features
- **User Authentication** ([#123](link)) - Complete OAuth2 and SAML support for enterprise customers
- **Analytics Dashboard** ([#145](link)) - Real-time team performance metrics with customizable views
## Enhancements
- **Search Performance** ([#167](link)) - 50% faster results through improved indexing
- **API Response Format** ([#178](link)) - More consistent JSON structure across all endpoints
## Bug Fixes
- **Memory Leak** ([#189](link)) - Resolved parser memory issue affecting long-running processes
- **Login Timeout** ([#192](link)) - Users can now stay logged in as configured
Audience-specific format (external customers)
# What's New in February
We're excited to share these improvements to your experience:
**New Capabilities**
**Product Filters** - Find exactly what you're looking for with advanced filtering
**Save for Later** - Never lose track of items you love - save products and get alerts
**Improvements**
Faster search results (60% improvement)
Better mobile experience
Improved accessibility features
**Bug Fixes**
We've resolved several issues reported by customers:
- Login issues on Safari
- Discount code application errors
- Filter persistence problems
As always, we appreciate your feedback. Contact support@company.com with questions.
Key takeaways
What makes good output
Accurate categorization - Features are truly new, enhancements improve existing
Appropriate exclusions - No internal changes, test updates, or WIP commits
Clear language - User benefits described, not implementation details
Consistent format - Easy to scan and read
Helpful context - Vague commit messages clarified
What needs improvement
Mixed categories - Same type of change categorized differently Internal content - CI or CD, tests, or tooling changes included Unclear value - No context on why change matters Too technical - Implementation details obscuring user benefit Missing items - User-facing changes accidentally excluded
Remember
The automation generates a draft, not a final product. Always:
- Review categorization accuracy
- Add business context where needed
- Remove anything that slipped through filters
- Adjust language for your audience
- Add links to related documentation
Time investment: 10-15 minutes of review versus 90+ minutes of manual curation
Try the tutorial to see this in action.