Chapter 03
The build process: agents shipped inside your stack
Toolchain provisioned, curriculum delivered, workflows redesigned. Each workflow is tied to audit baselines for cycle time, adoption, review latency, and onboarding speed.
Full production trace
Cursor / Claude Code rollout
One complete agent path with inputs, policy checks, reviewer gates, and write-back logic visible.
Time
12 hrs/dev/month
Impact
$9.2M/yr
Control
Audit log
Provisions seats, policies, and IDE defaults by teamAutomated
EM reviews guardrails and coaching plan for the teamReviewer input
Assigns prompt kits and onboarding tracks by roleAutomated
Tracks adoption telemetry and nudges lagging usersAutomated
Connected to source systems
Human gates only on risk
Final write-back logged
Aggregate outcomes
Time returned
~180K hrs/yr
capacity moved to higher-value work
Operating complexity
30-day onboarding to 12-day
core workflow simplified
Run-rate impact
$24M/yr
modeled from audit baseline