LensReading which lens this session carries.

Sub-function

Savings Assurance

Owns savings claim work end to end inside Procurement & Source-to-Pay. Runs 3 lines across 15 stations, drains the repeatable share into the S2P tower, and holds 4 human gates.

orchestrator Savings Assurance Orchestratorhuman owner Director, Value Assurance routes into s2p

Estate rating

BBB

73 / 100

autonomy 79%cap 86%

Baseline verification and leakage detection are exactly the kind of reconciliation work agents never get tired of. Finance validates the number before anyone claims it.

Agents

8

Lines

3

Units / wk

6,769

Timetable vs actual

11.7h → 9.9h

Cost / unit

$11

was $36

Run-rate saving

$9.0M

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.

Savings Assurance Orchestrator

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

ObserveA350 / 24h88%8% ovr$1.86/task

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

AI GBSRuns the shared transaction spine.

Savings Claim Agent

Runs the repeatable portion of savings assurance inside the shared transaction spine at spine cost and spine controls.

AI GBSA41,835 / 24h89%3% ovr$0.34/task

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

TaskExecutes stations on a line.

Baseline Verification Agent

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

WorkflowA43,265 / 24h93%4% ovr$0.44/task

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

Realization Tracking Agent

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

WorkflowA41,377 / 24h92%3% ovr$0.06/task

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

Finance Validation Agent

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

WorkflowA41,540 / 24h97%5% ovr$0.15/task

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

ObserveWatches signals and watches the agents.

Leakage Detection Agent

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

ObserveA4206 / 24h93%10% ovr$5.92/task

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

PolicyAuthors and versions the binding rules.

Savings Policy Agent

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

PolicyA252 / 24h89%11% ovr$10/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.

Savings Assurance Challenger Agent

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

StrategyA222 / 24h87%6% ovr$7.26/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 Coverage72
Evidence Quality85
Override Discipline82
Data Integrity70
Recovery Readiness78
Cost Transparency84
Judgment Readiness45

People

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

headcount on this work26.018.2 FTE

Redeployed into exception judgment and supplier relationship work.

inference cost per unit$1.15

Lines running in this sub-function

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

8 clear3 evidenced3 held
PR11ASavings ValidationTransactional · 6 stations

Claim

1 live

Verify baseline

27 q

Model realization

1 live

Finance validate

3 live

Approve

0 q

Publish

1 live

PR11BLeakage DetectionTransactional · 5 stations

Compare contracted to paid

2 live

Flag variance

1 live

Notify owner

40 q

Recover

1 live

Log

1 live

PR11CSavings Portfolio ReadAnalytical · 4 stations

Aggregate

31 q

Reconcile to budget

1 live

Draft readout

2 live

CFO review

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.

PR11-POS-100

Savings Assurance Operating Position

Draftv4

What operating shape carries twice the current savings claim volume without adding headcount, and what breaks first if we are wrong?

Hold the ceiling at A4 for savings assurance. Baseline verification and leakage detection are exactly the kind of reconciliation work agents never get tired of. Finance validates the number before anyone claims it. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

61%

The challenge — Savings Assurance Challenger Agent

Savings Assurance 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 12 percent for two consecutive months
  • ·Cost per savings claim 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 $59k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$41k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$266k 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$1046k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Savings Assurance Orchestratorratifier Director, Value Assurance3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
PR11-POL-200

Savings Assurance Decision Envelope

Agents in this lane may act without a human when the savings claim 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

envelopeSavings Policy AgentDirector, Value Assurancev4.1Active
PR11-POL-201

Savings Assurance 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 · APAC

evidenceSavings Policy AgentDirector, Value Assurancev1.8under review