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    Playbook · 30 min

    AI adoption experiment

    Test one engineering job with a baseline, guardrails and a reversible rollout.

    Run the playbook

    1. 1

      Name one recurring developer job.

    2. 2

      Capture current time, quality and frustration signals.

    3. 3

      Define an AI-assisted workflow and non-negotiable quality gates.

    4. 4

      Run it with a small volunteer group for two weeks.

    5. 5

      Compare outcomes and decide: stop, adjust or scale.

    Copyable template

    JOB
What recurring job are we improving?

BASELINE
Time / quality / developer experience today:

HYPOTHESIS
If we introduce…, then…, because…

GUARDRAILS
Tests, review, security, data boundaries:

DECISION DATE
Scale / adjust / stop on: