Last year AI mostly generated code.
Now it can generate:
User Stories
Acceptance Criteria
Test Cases
API Documentation
SQL Scripts
Release Notes
So I decided to test something.
Could AI help build an entire Sprint?
Experiment
Input:
Plain Text
1
Business Requirement
Show more lines
AI Generated:
Epic
Features
User Stories
Acceptance Criteria
Test Scenarios
Technical Tasks
Findings
AI was amazing at:
✅ Documentation
✅ Boilerplate work
✅ Missing scenarios
✅ Edge case suggestions
AI struggled with:
❌ Business context
❌ Organizational politics
❌ Prioritization decisions
❌ Stakeholder alignment
Lessons Learned
AI is not eliminating Scrum Masters.
AI is eliminating administrative work.
The Product Owner role becomes more strategic.
The developer role becomes more architectural.
Final Thought
The best engineer in 2026 might not be the fastest coder.
It might be the person who asks the best questions.
