Is Your Engineering Team Ready for AI at Scale?
A 25-question CTO maturity assessment across adoption, governance, automation, and ROI. Find out if your team is Reactive, Coordinated, Optimized, or a Strategic Leader.
Vibe-coding gets you a demo fast — but is the output production-grade? See exactly where you stand, and the fastest path to shipping products, not prototypes.
- Your score (0–75) and tier — instantly, on the next screen
- A per-section breakdown of where you’re still prototype-grade
- A personalized 30/60/90-day playbook + a fix-it guide for every miss
Your score is instant and free — no account needed. Add your email after you finish to unlock your full 30/60/90 playbook and fix-it guides.
Hands-on developer? Take the AI Developer Scorecard instead →
26 years building web apps · 2 IPOs · AI Lecturer at SWPS University · Using Cursor since 2023, Claude Code and Codex since early beta · CTO at TasteRay (built with AI)
Used by engineering teams at
You ship fast, but context engineering and extensibility are still prototype-grade — that’s what stands between you and production.
- •Switch to an agent-first tool
- •Install the Context7 MCP
- •Write your first CLAUDE.md
- •Try Plan mode on a real change
- •Author 2–3 custom commands
- •Add the GitHub MCP