LensReading which lens this session carries.
Customer Service/Field Service Dispatch

Sub-function

Field Service Dispatch

Owns field job work end to end inside Customer Service. Runs 3 lines across 19 stations, drains the repeatable share into the M2D tower, and holds 1 human gates.

orchestrator Dispatch Orchestratorhuman owner Director, Field Service routes into m2d

Estate rating

A

79 / 100

autonomy 75%cap 86%

Matching, routing and rescheduling are optimization problems agents solve better than dispatchers. Safety-critical jobs still route to a named engineer.

Agents

10

Lines

3

Units / wk

14,926

Timetable vs actual

9.2h → 10.1h

Cost / unit

$18

was $50

Run-rate saving

$24.8M

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.

Dispatch Orchestrator

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

ObserveA3200 / 24h96%7% ovr$7.55/task

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

AI GBSRuns the shared transaction spine.

Job Qualification Agent

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

AI GBSA44,062 / 24h92%6% ovr$0.17/task

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

Parts Availability Agent

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

AI GBSA42,741 / 24h93%3% ovr$0.50/task

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

Job Closure Agent

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

AI GBSA42,423 / 24h96%4% ovr$0.04/task

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

TaskExecutes stations on a line.

Skills Matching Agent

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

WorkflowA44,030 / 24h93%3% ovr$0.59/task

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

Route Optimization Agent

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

WorkflowA41,119 / 24h97%8% ovr$0.35/task

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

Appointment Agent

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

WorkflowA42,423 / 24h94%5% ovr$0.22/task

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

On-site Evidence Agent

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

WorkflowA43,332 / 24h91%7% ovr$0.16/task

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

PolicyAuthors and versions the binding rules.

Dispatch Policy Agent

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

PolicyA2183 / 24h92%12% ovr$3.49/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.

Field Service Dispatch Challenger Agent

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

StrategyA270 / 24h92%8% 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 Coverage75
Evidence Quality85
Override Discipline91
Data Integrity84
Recovery Readiness81
Cost Transparency84
Judgment Readiness56

People

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

headcount on this work69.242.1 FTE

Redeployed into data stewardship and evidence quality.

inference cost per unit$4.97

Lines running in this sub-function

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

9 clear6 evidenced2 held
CS6AJob to CompletionTransactional · 9 stations

Qualify

46 q

Match skills

1 live

Check parts

5 q

Schedule

34 q

Dispatch

1 q

Execute

45 q

Evidence

2 live

Close

6 q

Invoice

1 live

CS6BSame-day Re-optimizationTransactional · 5 stations

Detect disruption

1 live

Re-sequence

3 live

Notify customer

2 live

Confirm

2 live

Execute

29 q

CS6CParts EscalationTransactional · 5 stations

Detect shortage

29 q

Source alternative

1 live

Approve

2 live

Reschedule

1 live

Notify

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.

CS6-POS-100

Field Service Dispatch Operating Position

Ratifiedv1

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

Hold the ceiling at A4 for field service dispatch. Matching, routing and rescheduling are optimization problems agents solve better than dispatchers. Safety-critical jobs still route to a named engineer. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

59%

The challenge — Field Service Dispatch Challenger Agent

Field Service Dispatch Challenger Agent argues the recommendation leans on 4 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 10 percent for two consecutive months
  • ·Cost per field job 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 $25k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$658k run rateKnown and priced. Cedes ground if comparators move faster.not selected
Raise the ceiling one level now$585k to build controlsOverride rate is 14 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$92k transitionLoses local context. Rework risk on the cases that are hardest to recover.selected
authored by Dispatch Orchestratorratifier Director, Field Service3 stated assumptions
outcome held

Ratified 5 months ago. Measured since: cost per field job fell 13 percent against a forecast of 12 percent.

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
CS6-POL-200

Field Service Dispatch Decision Envelope

Agents in this lane may act without a human when the field job 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 · APAC

envelopeDispatch Policy AgentDirector, Field Servicev4.2Active
CS6-POL-201

Field Service Dispatch 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

evidenceDispatch Policy AgentDirector, Field Servicev4.9Active
CS6-POL-202

Field Service Dispatch 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, Field Service owns the response clock.

binds 6 agents · EU · UK · US

escalationDispatch Policy AgentDirector, Field Servicev1.0Active