LensReading which lens this session carries.
Finance/Management Reporting

Sub-function

Management Reporting

Owns report work end to end inside Finance. Runs 3 lines across 17 stations, drains the repeatable share into the P2P tower, and holds 3 human gates.

orchestrator Management Reporting Orchestratorhuman owner Director, Management Reporting routes into p2p

Estate rating

AA

83 / 100

autonomy 81%cap 90%

Reporting assembly and plain-language answers are the clearest agentic win in Finance. Only the published pack carries a controller signature.

Agents

8

Lines

3

Units / wk

9,301

Timetable vs actual

13.9h → 14.1h

Cost / unit

$12

was $31

Run-rate saving

$9.5M

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.

Management Reporting Orchestrator

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

ObserveA3113 / 24h92%11% ovr$10/task

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

AI GBSRuns the shared transaction spine.

Report Assembly Agent

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

AI GBSA42,263 / 24h92%7% ovr$0.33/task

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

Self-service Query Agent

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

AI GBSA41,715 / 24h98%7% ovr$0.46/task

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

TaskExecutes stations on a line.

Narrative Drafting Agent

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

WorkflowA41,782 / 24h97%3% ovr$0.34/task

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

ObserveWatches signals and watches the agents.

Data Quality Agent

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

ObserveA4208 / 24h95%11% ovr$11/task

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

Anomaly Detection Agent

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

ObserveA4205 / 24h88%9% ovr$12/task

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

PolicyAuthors and versions the binding rules.

Reporting Policy Agent

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

PolicyA2118 / 24h91%6% ovr$5.02/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.

Management Reporting Challenger Agent

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

StrategyA2128 / 24h88%15% ovr$13/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 Coverage88
Evidence Quality86
Override Discipline83
Data Integrity89
Recovery Readiness83
Cost Transparency86
Judgment Readiness64

People

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

headcount on this work59.833.2 FTE

Redeployed into agent supervision, calibration and coaching.

inference cost per unit$2.21

Lines running in this sub-function

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

14 clear6 evidenced1 held
FI3AMonthly Reporting PackTransactional · 6 stations

Assemble

5 q

Quality check

1 live

Draft narrative

1 live

Controller review

1 live

Publish

3 live

Distribute

1 live

FI3BAd-hoc QueryTransactional · 6 stations

Receive question

2 live

Interpret

21 q

Query

1 live

Draft answer

2 live

Deliver

2 q

Escalate ambiguity

4 q

FI3CAnomaly InvestigationTransactional · 5 stations

Detect

3 live

Diagnose

3 live

Draft explanation

1 live

Owner confirm

2 live

Log

22 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.

FI3-POS-100

Management Reporting Operating Position

Ratifiedv2

Is the current cost per report defensible against external comparators once inference spend is counted in full?

Hold the ceiling at A4 for management reporting. Reporting assembly and plain-language answers are the clearest agentic win in Finance. Only the published pack carries a controller signature. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

76%

The challenge — Management Reporting Challenger Agent

Management Reporting 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 13 percent for two consecutive months
  • ·Cost per report 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 $44k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$810k run rateKnown and priced. Cedes ground if comparators move faster.not selected
Raise the ceiling one level now$1159k 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$339k transitionLoses local context. Rework risk on the cases that are hardest to recover.selected
authored by Management Reporting Orchestratorratifier Director, Management Reporting3 stated assumptions
outcome held

Ratified 3 months ago. Measured since: cost per report fell 17 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
FI3-POL-200

Management Reporting Decision Envelope

Agents in this lane may act without a human when the report 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 3 agents · US · Canada

envelopeReporting Policy AgentDirector, Management Reportingv4.7Active
FI3-POL-201

Management Reporting 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 3 agents · US · Canada

evidenceReporting Policy AgentDirector, Management Reportingv2.2Active
FI3-POL-202

Management Reporting 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, Management Reporting owns the response clock.

binds 3 agents · US · Canada

escalationReporting Policy AgentDirector, Management Reportingv5.0Active