LensReading which lens this session carries.
Finance/Cost & Profitability

Sub-function

Cost & Profitability

Owns analysis work end to end inside Finance. Runs 3 lines across 16 stations, drains the repeatable share into the P2P tower, and holds 3 human gates.

orchestrator Profitability Orchestratorhuman owner Director, Profitability Analytics routes into p2p

Estate rating

A

77 / 100

autonomy 55%cap 84%

Allocation and margin modeling are mechanical and run at full granularity. Structural cost decisions carry employment consequences and are ratified.

Agents

8

Lines

3

Units / wk

75

Timetable vs actual

7.3d → 8.0d

Cost / unit

$446

was $1K

Run-rate saving

$3.2M

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.

Profitability Orchestrator

Owns the cost & profitability lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.

ObserveA399 / 24h94%15% ovr$3.29/task

ceiling A3 · escalates to Escalates to Director, Profitability Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

AI GBSRuns the shared transaction spine.

Cost Allocation Agent

Runs the repeatable portion of cost & profitability inside the shared transaction spine at spine cost and spine controls.

AI GBSA32,095 / 24h96%5% ovr$0.56/task

ceiling A3 · escalates to Escalates to Director, Profitability Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

Cost-to-Serve Agent

Runs the repeatable portion of cost & profitability inside the shared transaction spine at spine cost and spine controls.

AI GBSA3272 / 24h89%2% ovr$0.49/task

ceiling A3 · escalates to Escalates to Director, Profitability Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Product Margin Agent

Executes the cost & profitability step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA3201 / 24h97%1% ovr$0.31/task

ceiling A3 · escalates to Escalates to Director, Profitability Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

Customer Profitability Agent

Executes the cost & profitability step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA32,202 / 24h94%4% ovr$0.55/task

ceiling A3 · escalates to Escalates to Director, Profitability Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

Driver Analysis Agent

Executes the cost & profitability step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA3502 / 24h88%5% ovr$0.24/task

ceiling A3 · escalates to Escalates to Director, Profitability Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

StrategyForms and defends a position.

Cost Structure Agent

Authors positions on cost & profitability. Frames the question, models the options, and writes a recommendation a human can ratify or reject.

StrategyA223 / 24h91%7% ovr$9.84/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.

Cost & Profitability Challenger Agent

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

StrategyA2117 / 24h90%10% ovr$13/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 Coverage86
Evidence Quality81
Override Discipline82
Data Integrity76
Recovery Readiness87
Cost Transparency72
Judgment Readiness47

People

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

headcount on this work6.54.0 FTE

Redeployed into customer-facing escalation ownership.

inference cost per unit$56

Lines running in this sub-function

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

4 clear0 evidenced1 held
FI10AMonthly Profitability ReadAnalytical · 6 stations

Allocate costs

40 q

Model margin

34 q

Rank customers

4 q

Draft readout

1 live

Leader review

6 q

Publish

1 live

FI10BCost-to-Serve StudyAnalytical · 5 stations

Frame scope

1 live

Model

38 q

Compare channels

34 q

Draft finding

15 q

Ratify

1 live

FI10CCost Structure PositionJudgment · 5 stations

Frame

36 q

Model options

28 q

Draft position

21 q

Challenge

1 live

CFO ratify

3 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.

FI10-POS-100

Cost Structure Position

Rejectedv1

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

Hold the ceiling at A3 for cost & profitability. Allocation and margin modeling are mechanical and run at full granularity. Structural cost decisions carry employment consequences and are ratified. 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 — Cost & Profitability Challenger Agent

Cost & Profitability 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 7 percent for two consecutive months
  • ·Cost per analysis 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 $55k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$721k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$1219k to build controlsOverride rate is 12 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$462k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Cost Structure Agentratifier Director, Profitability Analytics3 stated assumptions
FI10-POS-101

Cost & Profitability Operating Position

Supersededv1

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

Keep the repeatable analysis 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

78%

The challenge — Cost & Profitability Challenger Agent

Cost & Profitability 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 16 percent for two consecutive months
  • ·Cost per analysis stops falling while volume keeps rising
  • ·A comparator publishes a materially lower unit cost on a like-for-like basis

Evidence gaps

  • ·No independent test of the control evidence behind the touchless rate
Alternative consideredCostRiskVerdict
Hold the current position$523k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$1133k 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$353k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Cost Structure Agentratifier Director, Profitability Analytics3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
FI10-POL-200

Cost & Profitability Decision Envelope

Agents in this lane may act without a human when the analysis 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 · Global

envelopeProfitability OrchestratorDirector, Profitability Analyticsv5.9Active
FI10-POL-201

Cost & Profitability 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 · APAC

evidenceProfitability OrchestratorDirector, Profitability Analyticsv3.1Active
FI10-POL-202

Cost & Profitability 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, Profitability Analytics owns the response clock.

binds 5 agents · EU · UK

escalationProfitability OrchestratorDirector, Profitability Analyticsv1.2Active
FI10-POL-203

Cost & Profitability Autonomy Ceiling

The ceiling for this lane is 84 on the platform scale. Allocation and margin modeling are mechanical and run at full granularity. Structural cost decisions carry employment consequences and are ratified. The ceiling is a governance decision, not a technical limit, and only Director, Profitability Analytics can propose moving it.

binds 5 agents · EU · UK · US

ceilingProfitability OrchestratorDirector, Profitability Analyticsv1.7Active