Maturity Matrix
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AI‑Native SDLCMaturity Matrix

Built from dozens of real engineering engagements. 60 practices, 4 perspectives, 5 levels - the opinionated map of how organizations actually go from first Copilot license to self-driving codebase.

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60 practices4 perspectives5 levels

Five Levels of AI Maturity

L1
Ad-hoc
Sidebar chat, no process
Most teams stall here
L2
Guided
CLAUDE.md, basic rules
L3
Systematic
MCP, lint-as-architecture
It works great here
L4
Optimized
One-shot agents, auto-merge
L5
Autonomous
Self-driving codebase

Every engineering team asks the same questions. What do we standardize first? When does agent infrastructure pay off? How do we know our delivery process is ready?

We built this matrix from real engagements - dozens of teams, startups to regulated enterprises. Not theory. Patterns that actually worked.

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