LensReading which lens this session carries.
Customer Service/Case Management

Sub-function

Case Management

Owns case work end to end inside Customer Service. Runs 3 lines across 17 stations, drains the repeatable share into the O2C tower, and holds 1 human gates.

orchestrator Case Management Orchestratorhuman owner Director, Service Operations routes into o2c

Estate rating

A

77 / 100

autonomy 89%cap 92%

Lifecycle mechanics, SLA clocks and dedupe are pure state management. Only genuinely stuck cases surface to a human.

Agents

10

Lines

3

Units / wk

15,863

Timetable vs actual

12.6h → 12.9h

Cost / unit

$4.01

was $16

Run-rate saving

$9.9M

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.

Case Management Orchestrator

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

ObserveA380 / 24h94%6% ovr$1.27/task

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

AI GBSRuns the shared transaction spine.

Case Lifecycle Agent

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

AI GBSA4814 / 24h96%2% ovr$0.37/task

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

Follow-up Agent

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

AI GBSA42,394 / 24h93%3% ovr$0.49/task

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

TaskExecutes stations on a line.

SLA Clock Agent

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

WorkflowA42,877 / 24h95%6% ovr$0.42/task

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

Aging & Backlog Agent

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

WorkflowA4868 / 24h94%6% ovr$0.10/task

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

Merge & Dedupe Agent

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

WorkflowA43,133 / 24h98%8% ovr$0.51/task

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

ObserveWatches signals and watches the agents.

Reopen Detection Agent

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

ObserveA4184 / 24h95%6% ovr$3.59/task

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

Closure Quality Agent

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

ObserveA437 / 24h88%11% ovr$1.62/task

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

PolicyAuthors and versions the binding rules.

Case Policy Agent

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

PolicyA229 / 24h94%6% ovr$3.56/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.

Case Management Challenger Agent

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

StrategyA2149 / 24h94%12% ovr$2.30/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 Coverage91
Evidence Quality77
Override Discipline87
Data Integrity60
Recovery Readiness78
Cost Transparency97
Judgment Readiness52

People

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

headcount on this work74.138.5 FTE

Redeployed into exception judgment and supplier relationship work.

inference cost per unit$0.82

Lines running in this sub-function

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

16 clear5 evidenced1 held
CS4ACase LifecycleTransactional · 7 stations

Open

2 live

Assign

6 q

Progress

2 live

SLA watch

21 q

Resolve

23 q

Quality check

2 live

Close

1 live

CS4BBacklog SweepTransactional · 5 stations

Identify aged

2 live

Classify cause

3 live

Auto-progress

1 live

Escalate stuck

1 live

Report

23 q

CS4CReopen HandlingTransactional · 5 stations

Detect reopen

3 live

Diagnose cause

1 live

Re-route

41 q

Resolve

1 live

Root cause log

3 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.

CS4-POS-100

Case Management Operating Position

Rejectedv2

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

Hold the ceiling at A4 for case management. Lifecycle mechanics, SLA clocks and dedupe are pure state management. Only genuinely stuck cases surface to a human. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

62%

The challenge — Case Management Challenger Agent

Case Management Challenger Agent argues the recommendation leans on 3 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 7 percent for two consecutive months
  • ·Cost per case 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 $48k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$123k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$1388k 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$167k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Case Management Orchestratorratifier Director, Service Operations3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
CS4-POL-200

Case Management Decision Envelope

Agents in this lane may act without a human when the case 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 5 agents · APAC

envelopeCase Policy AgentDirector, Service Operationsv2.0Active
CS4-POL-201

Case 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 5 agents · LATAM · US

evidenceCase Policy AgentDirector, Service Operationsv2.1Superseded