LensReading which lens this session carries.
Information Technology/End-User Compute

Sub-function

End-User Compute

Owns device work end to end inside Information Technology. Runs 3 lines across 19 stations, drains the repeatable share into the IT tower, and holds 2 human gates.

orchestrator End-User Compute Orchestratorhuman owner Director, Workplace Technology routes into it

Estate rating

A

78 / 100

autonomy 74%cap 90%

Imaging, enrollment and patching are deterministic and reversible. Only spend commitments and persistent non-compliance reach a person.

Agents

8

Lines

3

Units / wk

2,229

Timetable vs actual

11.5h → 11.9h

Cost / unit

$9.30

was $29

Run-rate saving

$2.3M

annualized at this volume

The 8 agents running this sub-function

Grouped by what they are for, not by where they sit. The agent org is process-shaped.

OrchestratorOwns the queue and arbitrates between desks.

End-User Compute Orchestrator

Owns the end-user compute lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.

ObserveA3134 / 24h88%16% ovr$5.64/task

ceiling A4 · escalates to Escalates to Director, Workplace Technology when the unit falls outside the decision envelope or confidence drops below the floor.

AI GBSRuns the shared transaction spine.

Device Provisioning Agent

Runs the repeatable portion of end-user compute inside the shared transaction spine at spine cost and spine controls.

AI GBSA42,824 / 24h92%8% ovr$0.35/task

ceiling A4 · escalates to Escalates to Director, Workplace Technology when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Patch Compliance Agent

Executes the end-user compute step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA41,947 / 24h92%3% ovr$0.24/task

ceiling A4 · escalates to Escalates to Director, Workplace Technology when the unit falls outside the decision envelope or confidence drops below the floor.

Software Deployment Agent

Executes the end-user compute step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA41,381 / 24h95%9% ovr$0.40/task

ceiling A4 · escalates to Escalates to Director, Workplace Technology when the unit falls outside the decision envelope or confidence drops below the floor.

Refresh Planning Agent

Executes the end-user compute step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA43,925 / 24h98%7% ovr$0.11/task

ceiling A4 · escalates to Escalates to Director, Workplace Technology when the unit falls outside the decision envelope or confidence drops below the floor.

ObserveWatches signals and watches the agents.

Device Health Agent

Watches end-user compute continuously. Detects drift, quantifies it, and routes what matters without waiting for a reporting cycle.

ObserveA439 / 24h90%9% ovr$7.96/task

ceiling A4 · escalates to Escalates to Director, Workplace Technology when the unit falls outside the decision envelope or confidence drops below the floor.

PolicyAuthors and versions the binding rules.

Device Policy Agent

Holds the rules that bind every other agent in end-user compute. Versions them, tests them against live decisions, and blocks work that breaches them.

PolicyA2100 / 24h97%10% ovr$13/task

ceiling A4 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.

ChallengerPaid to disagree before a human has to.

End-User Compute Challenger Agent

Adversarial reviewer for end-user compute. Argues the opposite case on every position and flags where the evidence does not carry the claim.

StrategyA2209 / 24h91%11% ovr$14/task

ceiling A4 · escalates to Escalates when a ratified position is still running against a break condition it flagged.

Estate rating breakdown

Seven control dimensions. Judgment readiness runs against autonomy on purpose.

Control Coverage89
Evidence Quality89
Override Discipline79
Data Integrity65
Recovery Readiness84
Cost Transparency83
Judgment Readiness53

People

What the humans stopped doing, and what they do now.

headcount on this work22.511.3 FTE

Redeployed into customer-facing escalation ownership.

inference cost per unit$2.22

Lines running in this sub-function

Each line is a workflow. Click a line to walk it station by station.

11 clear7 evidenced2 held
IT3ADevice ProvisioningTransactional · 7 stations

Trigger

20 q

Select build

42 q

Order

1 live

Image

4 live

Ship

1 live

Enroll

1 live

Confirm

2 live

IT3BPatch CycleTransactional · 5 stations

Detect patch

3 live

Ring test

1 live

Deploy

1 live

Verify compliance

9 q

Escalate holdout

1 live

IT3CDevice RefreshTransactional · 7 stations

Detect age

27 q

Model cost

5 q

Budget check

1 live

Approve

6 q

Order

1 live

Swap

3 live

Retire

24 q

Strategy positions this sub-function holds

An agent that only executes is a robot. These are the calls it made, the argument against each one, and what would prove it wrong.

IT3-POS-100

End-User Compute Operating Position

Ratifiedv1

Should device work stay in the shared transaction spine, or come back inside the function where the context lives?

Hold the ceiling at A4 for end-user compute. Imaging, enrollment and patching are deterministic and reversible. Only spend commitments and persistent non-compliance reach a person. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

78%

The challenge — End-User Compute Challenger Agent

End-User Compute Challenger Agent argues the recommendation leans on 2 quarters of data from a period with no volume shock. The confidence band overlaps the alternative, and the position does not say what it would take to be wrong. Recorded as a dissent, not a block.

Break conditions

  • ·Override rate rises above 12 percent for two consecutive months
  • ·Cost per device stops falling while volume keeps rising
  • ·A control failure in this lane reaches a customer or a regulator

Evidence gaps

  • ·No external comparator on a like-for-like unit definition
  • ·Exception cases under $49k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$268k run rateKnown and priced. Cedes ground if comparators move faster.not selected
Raise the ceiling one level now$1091k to build controlsOverride rate is 13 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$987k transitionLoses local context. Rework risk on the cases that are hardest to recover.selected
authored by End-User Compute Orchestratorratifier Director, Workplace Technology3 stated assumptions
outcome partially held

Ratified 9 months ago. Measured since: cost per device fell 21 percent against a forecast of 39 percent.

Policy register

The rules the agents above are bound by. Version, owner, approver, and the agents each rule constrains.

RefRuleScopeOwner agentApproved byVersionStatus
IT3-POL-200

End-User Compute Decision Envelope

Agents in this lane may act without a human when the device sits inside the stated value, risk and confidence envelope. Outside it, the unit holds at a gate with a named approver and a running clock.

binds 4 agents · APAC

envelopeDevice Policy AgentDirector, Workplace Technologyv2.6under review
IT3-POL-201

End-User Compute Evidence Standard

Every autonomous decision writes inputs, the rule version applied, the model and prompt version, the output and a reversal path. An action with no evidence record is treated as a control failure, not a fast decision.

binds 4 agents · LATAM · US

evidenceDevice Policy AgentDirector, Workplace Technologyv2.8Active
IT3-POL-202

End-User Compute Escalation Rule

Escalation is mandatory when confidence falls below the floor, when two options sit inside the confidence band, or when a break condition on a ratified position fires. Director, Workplace Technology owns the response clock.

binds 4 agents · LATAM · US

escalationDevice Policy AgentDirector, Workplace Technologyv5.3under review