Developer Experience Health Check

AI Tool Integration & Satisfaction

1. I can easily integrate AI coding tools into my daily workflow

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

2. AI tools help me focus on more satisfying work

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

3. I trust the suggestions provided by AI coding assistants

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

4. AI tools reduce the mental effort required for repetitive tasks

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

5. I feel confident reviewing and modifying AI-generated code

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

6. I feel confident delegating routine tasks to AI agents (e.g., Copilot coding agent)

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

7. My team has clear guidelines for when to use agent mode vs. edit mode vs. chat

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

AI Dependency vs. Skill Development Balance

8. I'm confident debugging code without AI assistance

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

9. I understand the reasoning behind AI-suggested solutions

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

10. I can explain AI-generated code to colleagues

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

11. I actively research concepts behind AI suggestions

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

12. AI helps me learn new technical concepts faster

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

13. I can evaluate whether an agent-generated PR meets our quality standards

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

14. I understand how MCP servers extend AI capabilities in our workflow

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

Learning Velocity

Questions 15-19 of 31

15. I'm developing new skills through AI-assisted work

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

16. AI enables me to explore technologies I wouldn't otherwise try

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

17. I understand how AI-generated code fits into our architecture

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

18. I'm becoming more effective at prompting AI tools

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

19. My problem-solving skills are improving with AI assistance

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

Code Quality Confidence

Questions 20-24 of 31

20. I'm confident in the security of AI-generated code after my review

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

21. AI-generated code meets our quality standards

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

22. Our code review process effectively catches AI-generated issues

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

23. I'm comfortable shipping AI-assisted code to production

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

24. AI helps improve overall code quality in our projects

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

Team Collaboration & Process

Questions 25-31 of 31

25. My team shares effective AI practices and learnings

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

26. We have clear guidelines for AI tool usage

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

27. AI tools enhance rather than replace team collaboration

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

28. I receive adequate support when AI tools don't work as expected

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

29. Our AI workflow integrates well with existing processes

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

30. Our team has agreed-on practices for reviewing agent-authored code

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

31. We have a shared understanding of tasks that are appropriate for autonomous agents

1
Strongly Disagree

2
Disagree

3
Neutral

4
Agree

5
Strongly Agree

Open Response Questions

Final Questions

32. What's your most significant AI success story from the past month?

33. What's your biggest frustration or challenge with AI tools?

34. What AI capability or improvement would have the highest impact on your work?

35. How has your relationship with AI tools changed over the past quarter?

36. Additional Comments & Suggestions

⚠️ Red Flag Indicators

🤖 AI-Powered Analysis

💡 AI Insights & Patterns

📋 Recommendations