Chapter 05
Operate: we keep it tuned and expanding
Operations drift as policies and systems evolve. We run the engine as a managed layer with continuous tuning.
Before & after
Metric
Before
After
Contract intake cycle
9 days1 day89%
Contract intake cycle
9 days
1 day
89%
IT ticket auto-resolution
25%65%+40pp
IT ticket auto-resolution
25%
65%
+40pp
Vendor onboarding
5 days1 day80%
Vendor onboarding
5 days
1 day
80%
Cross-system data accuracy
73%96%+23pp
Cross-system data accuracy
73%
96%
+23pp
Cost per ticket
$42$1467%
Cost per ticket
$42
$14
67%
The accuracy curve
Human feedback and SOP changes are absorbed automatically. 87% to 98.4% in three months.
What we maintain
Model upgrades
Core models evolve quickly. We swap in better tiers while preserving your workflows.
Workflow tweaks
Policies and approvers change over time. We keep routing and controls aligned.
New departments
After core operations go live, expansion into support and finance is straightforward.
Operating cadence
Monthly
Cross-functional process audit, SLA drift review, and integration health checks.
Quarterly
Executive business review with COO/CIO: ROI validation and next-wave rollout planning.
Ready to scope your engagement
Start with a four-week audit.
Diagnosis first, so you have a defensible build plan before you commit.
Schedule a conversation