LensReading which lens this session carries.
AI GBS & Global Business Services/Service Delivery Management

Sub-function

Service Delivery Management

Owns service review work end to end inside AI GBS & Global Business Services. Runs 4 lines across 22 stations, drains the repeatable share into the AI-OPS tower, and holds 4 human gates.

orchestrator Service Delivery Orchestratorhuman owner Head of Service Delivery routes into ai-ops

Estate rating

BBB

72 / 100

autonomy 66%cap 74%

Monitoring and rebalancing are agentic. The rating an agent estate carries is a governance statement, so a human ratifies it before it is published.

Agents

10

Lines

4

Units / wk

7,641

Timetable vs actual

3.6h → 4.4h

Cost / unit

$11

was $30

Run-rate saving

$7.7M

annualized at this volume

The 10 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 Delivery Orchestrator

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

ObserveA3117 / 24h92%6% ovr$5.68/task

ceiling A3 · escalates to Escalates to Head of Service Delivery when the unit falls outside the decision envelope or confidence drops below the floor.

ObserveWatches signals and watches the agents.

SLA Monitoring Agent

Watches service delivery management continuously. Detects drift, quantifies it, and routes what matters without waiting for a reporting cycle.

ObserveA374 / 24h91%11% ovr$14/task

ceiling A3 · escalates to Escalates to Head of Service Delivery when the unit falls outside the decision envelope or confidence drops below the floor.

Estate Health Agent

Watches service delivery management continuously. Detects drift, quantifies it, and routes what matters without waiting for a reporting cycle.

ObserveA3101 / 24h87%9% ovr$2.93/task

ceiling A3 · escalates to Escalates to Head of Service Delivery when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Capacity Balancing Agent

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

WorkflowA32,715 / 24h97%5% ovr$0.34/task

ceiling A3 · escalates to Escalates to Head of Service Delivery when the unit falls outside the decision envelope or confidence drops below the floor.

Escalation Management Agent

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

WorkflowA3189 / 24h93%5% ovr$0.13/task

ceiling A3 · escalates to Escalates to Head of Service Delivery when the unit falls outside the decision envelope or confidence drops below the floor.

Incident Coordination Agent

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

WorkflowA32,137 / 24h98%8% ovr$0.51/task

ceiling A3 · escalates to Escalates to Head of Service Delivery when the unit falls outside the decision envelope or confidence drops below the floor.

AI GBSRuns the shared transaction spine.

Stakeholder Reporting Agent

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

AI GBSA33,478 / 24h90%9% ovr$0.29/task

ceiling A3 · escalates to Escalates to Head of Service Delivery when the unit falls outside the decision envelope or confidence drops below the floor.

PolicyAuthors and versions the binding rules.

Delivery Policy Agent

Holds the rules that bind every other agent in service delivery management. Versions them, tests them against live decisions, and blocks work that breaches them.

PolicyA292 / 24h91%7% ovr$5.00/task

ceiling A3 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.

StrategyForms and defends a position.

Delivery Model Agent

Authors positions on service delivery management. Frames the question, models the options, and writes a recommendation a human can ratify or reject.

StrategyA2197 / 24h86%9% ovr$2.90/task

ceiling A3 · escalates to Escalates when two options sit inside the confidence band and the evidence cannot separate them.

ChallengerPaid to disagree before a human has to.

Service Delivery Management Challenger Agent

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

StrategyA2131 / 24h93%8% ovr$9.49/task

ceiling A3 · 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 Coverage75
Evidence Quality63
Override Discipline80
Data Integrity66
Recovery Readiness74
Cost Transparency69
Judgment Readiness73

People

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

headcount on this work41.726.2 FTE

Redeployed into exception judgment and supplier relationship work.

inference cost per unit$1.22

Lines running in this sub-function

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

14 clear2 evidenced2 held
GB9ASLA Watch to ActionTransactional · 5 stations

Monitor

2 live

Detect breach risk

1 live

Rebalance

33 q

Escalate

5 q

Confirm recovery

6 live

GB9BMonthly Service ReviewAnalytical · 5 stations

Assemble performance

2 q

Explain variance

35 q

Draft pack

29 q

Review

1 live

Present

3 live

GB9CEstate Health AssessmentAnalytical · 6 stations

Score agents

40 q

Score towers

28 q

Draft rating

2 live

Challenge

17 q

Ratify

6 q

Publish

1 live

GB9DService Delivery Model PositionJudgment · 6 stations

Frame question

1 live

Gather evidence

27 q

Model options

1 q

Draft position

13 q

Challenge

1 live

Ratify

9 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.

GB9-POS-100

Service Delivery Model Position

Ratifiedv4

Which parts of service delivery management should deliberately stay human, and how do we defend that against a cost argument?

Hold the ceiling at A3 for service delivery management. Monitoring and rebalancing are agentic. The rating an agent estate carries is a governance statement, so a human ratifies it before it is published. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

64%

The challenge — Service Delivery Management Challenger Agent

Service Delivery Management 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 15 percent for two consecutive months
  • ·Cost per service review 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 $15k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$770k run rateKnown and priced. Cedes ground if comparators move faster.not selected
Raise the ceiling one level now$276k to build controlsOverride rate is 8 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$244k transitionLoses local context. Rework risk on the cases that are hardest to recover.selected
authored by Delivery Model Agentratifier Head of Service Delivery3 stated assumptions
outcome held

Ratified 5 months ago. Measured since: cost per service review fell 16 percent against a forecast of 11 percent.

GB9-POS-101

Service Delivery Management Operating Position

Ratifiedv1

Where should the autonomy ceiling for service delivery management sit over the next four quarters, and what evidence would justify moving it?

Keep the repeatable service review volume in the spine and pull the exception tail back into the function. The spine is cheaper per unit; the tail is where the context that prevents rework actually sits.

confidence

76%

The challenge — Service Delivery Management Challenger Agent

Service Delivery Management 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 11 percent for two consecutive months
  • ·Cost per service review stops falling while volume keeps rising
  • ·A comparator publishes a materially lower unit cost on a like-for-like basis

Evidence gaps

  • ·No external comparator on a like-for-like unit definition
  • ·Exception cases under $25k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$328k run rateKnown and priced. Cedes ground if comparators move faster.not selected
Raise the ceiling one level now$1709k to build controlsOverride rate is 11 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$105k transitionLoses local context. Rework risk on the cases that are hardest to recover.selected
authored by Delivery Model Agentratifier Head of Service Delivery3 stated assumptions
outcome partially held

Ratified 6 months ago. Measured since: cost per service review fell 12 percent against a forecast of 23 percent.

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
GB9-POL-200

Service Delivery Management Decision Envelope

Agents in this lane may act without a human when the service review 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 · US · Canada

envelopeDelivery Policy AgentHead of Service Deliveryv4.1Active
GB9-POL-201

Service Delivery Management 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 · EU · UK · US

evidenceDelivery Policy AgentHead of Service Deliveryv1.2Active
GB9-POL-202

Service Delivery Management 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. Head of Service Delivery owns the response clock.

binds 4 agents · EU · UK

escalationDelivery Policy AgentHead of Service Deliveryv2.3Active