LensReading which lens this session carries.

Function cockpit

Information Technology

Agents resolve, provision and remediate. Humans hold cyber and change authority.

Autonomy0% / 85%

Phase: Phase 4 — Governed autonomy

Run service, identity and infrastructure as a self-healing estate: classification, routine resolution, approved provisioning, telemetry correlation and patch staging are agent work; privileged access, architecture and major incident command remain human.

Trust score

0

Touchless

0%

Human review

0%

Override rate

0%

Capacity released

30-50% reduction in routine service effort, with sustained human investment in architecture and cyber

Accountable human

Chief Information Officer

CoS agent: IT Chief of Staff

Cost to serve per unit including inference, and where the capacity went

Unit economics

What a unit of Information Technology work costs to serve

Cost per unit is stated after inference, not before it. Model spend, retrieval, evaluation and the human review time that agents still trigger are all inside the number. A cost-per-unit figure that excludes inference is a marketing number.

Units per week

109,766

Cost to serve / wk

$923K

was $3.3M

Run-rate saving

$123.3M

annualized at current volume

Inference spend / wk

$172K

19% of cost to serve

Capacity released

252.2 FTE

590 → 338 on the work

Cost to serve by sub-function

Before and after, per unit, with the inference component shown separately.

Sub-functionUnits / wkCost / unit beforeCost / unit nowOf which inferenceChangeWeekly delta
Service Desk10,897$45$12$1.79-73%$358K
Identity & Access18,004$18$5.19$1.02-71%$229K
End-User Compute2,229$29$9.30$2.22-68%$44K
Infrastructure & Cloud4,830$26$8.01$0.96-69%$87K
Network10,430$49$13$1.63-74%$377K
Application Management18,878$29$8.82$1.04-69%$378K
Cybersecurity Operations10,535$19$5.44$1.60-71%$144K
Data & Integration Platform12,883$19$5.56$1.62-71%$171K
Asset & License10,931$25$5.55$1.41-77%$207K
Change & Release10,079$37$9.48$1.88-75%$281K
IT Financial Management70$2K$754$223-64%$94K
Total109,766$3.3M$923K$172K-72%$2.4M

Inference is a variable cost that scales with volume, unlike the headcount it replaced. If volume doubles, the inference column doubles. That is the honest trade being made here.

Where the released capacity went

Capacity that is not redeployed is not a saving, it is a rounding error waiting to be re-hired.

Service Desk

91.455.6 FTE

35.8 FTE

Redeployed into cross-function process redesign.

Identity & Access

96.753.5 FTE

43.2 FTE

Redeployed into exception judgment and supplier relationship work.

End-User Compute

22.511.3 FTE

11.2 FTE

Redeployed into customer-facing escalation ownership.

Infrastructure & Cloud

45.825.2 FTE

20.6 FTE

Redeployed into scenario work and strategy authoring review.

Network

39.820.9 FTE

18.9 FTE

Redeployed into cross-function process redesign.

Application Management

99.058.3 FTE

40.7 FTE

Roles held flat; released hours absorbed volume growth rather than headcount reduction.

Cybersecurity Operations

37.920.2 FTE

17.7 FTE

Redeployed into cross-function process redesign.

Data & Integration Platform

38.627.2 FTE

11.4 FTE

Redeployed into agent supervision, calibration and coaching.

Asset & License

38.927.0 FTE

11.9 FTE

Redeployed into agent supervision, calibration and coaching.

Change & Release

74.836.1 FTE

38.7 FTE

Redeployed into control design and independent testing.

IT Financial Management

4.72.6 FTE

2.1 FTE

Roles held flat; released hours absorbed volume growth rather than headcount reduction.