LensReading which lens this session carries.

Sub-function

Service Desk

Owns ticket work end to end inside Information Technology. Runs 3 lines across 17 stations, drains the repeatable share into the IT tower, and holds 1 human gates.

orchestrator Service Desk Orchestratorhuman owner Director, Service Desk routes into it

Estate rating

A

79 / 100

autonomy 82%cap 93%

The single highest-volume agentic surface in IT. Classification, knowledge retrieval and self-service resolution need no human at all below the escalation line.

Agents

8

Lines

3

Units / wk

10,897

Timetable vs actual

16.5h → 16.9h

Cost / unit

$12

was $45

Run-rate saving

$18.6M

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.

Service Desk Orchestrator

Owns the service desk lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.

ObserveA362 / 24h92%9% ovr$13/task

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

AI GBSRuns the shared transaction spine.

Intake & Classification Agent

Runs the repeatable portion of service desk inside the shared transaction spine at spine cost and spine controls.

AI GBSA41,836 / 24h93%5% ovr$0.60/task

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

Password & Access Agent

Runs the repeatable portion of service desk inside the shared transaction spine at spine cost and spine controls.

AI GBSA42,503 / 24h98%8% ovr$0.34/task

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

TaskExecutes stations on a line.

Tier-1 Resolution Agent

Executes the service desk step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA43,688 / 24h94%3% ovr$0.07/task

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

Knowledge Retrieval Agent

Executes the service desk step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA4517 / 24h94%8% ovr$0.19/task

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

Escalation Routing Agent

Executes the service desk step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA42,024 / 24h94%9% ovr$0.57/task

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

Satisfaction Agent

Executes the service desk step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA44,070 / 24h96%6% ovr$0.38/task

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

ChallengerPaid to disagree before a human has to.

Service Desk Challenger Agent

Adversarial reviewer for service desk. Argues the opposite case on every position and flags where the evidence does not carry the claim.

StrategyA2138 / 24h88%7% ovr$12/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 Coverage80
Evidence Quality76
Override Discipline87
Data Integrity77
Recovery Readiness91
Cost Transparency87
Judgment Readiness57

People

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

headcount on this work91.455.6 FTE

Redeployed into cross-function process redesign.

inference cost per unit$1.79

Lines running in this sub-function

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

14 clear2 evidenced5 held
IT1ATicket-to-ResolutionTransactional · 8 stations

Intake

2 live

Classify

3 live

Retrieve knowledge

1 live

Auto-resolve

36 q

Escalate to tier 2

1 live

Resolve

4 q

Confirm

44 q

Close

2 live

IT1BPassword ResetTransactional · 5 stations

Request

3 live

Verify identity

29 q

Reset

2 live

Notify

2 live

Log

1 live

IT1CEscalation HandlingTransactional · 4 stations

Detect breach risk

35 q

Reroute

2 live

Notify owner

1 live

Track

1 live

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.

IT1-POS-100

Service Desk Operating Position

Supersededv4

What operating shape carries twice the current ticket volume without adding headcount, and what breaks first if we are wrong?

Hold the ceiling at A4 for service desk. The single highest-volume agentic surface in IT. Classification, knowledge retrieval and self-service resolution need no human at all below the escalation line. 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 — Service Desk Challenger Agent

Service Desk Challenger Agent argues the recommendation leans on 5 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 15 percent for two consecutive months
  • ·Cost per ticket 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 $60k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$894k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$621k 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$1146k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Service Desk Orchestratorratifier Director, Service Desk3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
IT1-POL-200

Service Desk Decision Envelope

Agents in this lane may act without a human when the ticket 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 6 agents · EU · UK

envelopeService Desk OrchestratorDirector, Service Deskv5.1Active
IT1-POL-201

Service Desk 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 6 agents · APAC

evidenceService Desk OrchestratorDirector, Service Deskv4.4Active