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AI-Native People Leader Ladder

The competency framework for engineering leaders in AI-native organizations

This framework evaluates engineering managers across 10 dimensions and 4 levels (M1 through M4), from Engineering Manager to CTO / VP of Engineering. It defines what effective leadership looks like when AI-native delivery is the default operating model. Leaders use it to assess managers on the human systems they build — team structure, talent development, change management, and strategic direction — and to calibrate expectations as managers scale from team-level to function-level impact.

10 Dimensions

Select a dimension to explore the progression across levels.

Strategic Vision & AI Direction

Strategy IS AI strategy when AI-native delivery is the baseline. Setting direction assumes AI-augmented capacity.

M1Engineering Manager

Connects team objectives to the organization's AI-native operating model and makes prioritization decisions that assume AI-augmented capacity as the baseline.

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Want the full framework with all expectations and examples?

The complete assessment tool includes 3 detailed expectations and 3-4 real-world examples per level per dimension — plus guided evaluation, growth plans, and team analytics.