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AI-Native Engineering Readiness

How AI-native is your engineering organization?

Adopting AI and becoming AI-native are different things with different price tags. This assessment scores your organization across the five dimensions the book argues separate companies that turn cheap generation into trusted throughput from those that just generate more. It takes about ten minutes, and every result links back to the relevant chapter.

  1. 01
    Delegation Depth
    How far the organization has moved from inline suggestion to genuinely delegated execution.
  2. 02
    Eval Maturity
    Whether output quality is governed by measurement loops rather than spot-checks and vibes.
  3. 03
    Context Infrastructure
    Whether retrieval, memory, and institutional knowledge are treated as first-class infrastructure.
  4. 04
    Runtime Governance
    Durable runtimes, scoped authority, audit trails, and a human control plane tuned to task stakes.
  5. 05
    Org Design
    Whether the operating model itself — review, alignment, ownership — has been redesigned around cheap execution.

30 statements · 5 dimensions · ~10 minutes · nothing is stored or sent anywhere.