Chapter 01
Your engineering org, rebuilt around AI.
Audit, build, operate. Inside the IDEs and CI your team already uses.
How an engagement runs
013.5 weeks
Audit
Team interviews, tooling baseline, friction map, ROI baseline.
0212–16 weeks
Build
Toolchain provisioned, workflow standards shipped, curriculum delivered.
03Ongoing
Operate
Quarterly training refreshes and tooling updates as models evolve.
Anonymized operating benchmark
5 months
Onboarding through full adoption
Diagnosis to operating system
$24M
Engineering productivity unlocked
Modeled from audit baselines
1
Engineering org, end-to-end
Depth, not breadth