LensReading which lens this session carries.
Sales/Incentive Compensation

Sub-function

Incentive Compensation

Owns comp statement work end to end inside Sales. Runs 3 lines across 20 stations, drains the repeatable share into the H2R tower, and holds 4 human gates.

orchestrator Incentive Comp Orchestratorhuman owner Director, Sales Compensation routes into h2r

Estate rating

A

77 / 100

autonomy 78%cap 80%

Calculation is deterministic and runs touchless. Every payout run is signed by a controller and every plan design is ratified by leadership, because comp errors destroy trust instantly.

Agents

9

Lines

3

Units / wk

14,476

Timetable vs actual

19.4h → 20.2h

Cost / unit

$6.59

was $18

Run-rate saving

$8.7M

annualized at this volume

The 9 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.

Incentive Comp Orchestrator

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

ObserveA3218 / 24h86%16% ovr$7.06/task

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

AI GBSRuns the shared transaction spine.

Plan Modeling Agent

Runs the repeatable portion of incentive compensation inside the shared transaction spine at spine cost and spine controls.

AI GBSA33,618 / 24h96%3% ovr$0.23/task

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

Accrual Agent

Runs the repeatable portion of incentive compensation inside the shared transaction spine at spine cost and spine controls.

AI GBSA32,523 / 24h95%7% ovr$0.45/task

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

TaskExecutes stations on a line.

Attainment Calculation Agent

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

WorkflowA33,695 / 24h98%7% ovr$0.39/task

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

Dispute Triage Agent

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

WorkflowA34,184 / 24h98%6% ovr$0.13/task

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

Plan Communication Agent

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

WorkflowA31,075 / 24h96%6% ovr$0.26/task

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

PolicyAuthors and versions the binding rules.

Comp Policy Agent

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

PolicyA2115 / 24h88%15% ovr$5.44/task

ceiling A3 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.

StrategyForms and defends a position.

Comp Design Agent

Authors positions on incentive compensation. Frames the question, models the options, and writes a recommendation a human can ratify or reject.

StrategyA238 / 24h97%15% ovr$2.67/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.

Incentive Compensation Challenger Agent

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

StrategyA256 / 24h90%5% ovr$4.40/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 Coverage77
Evidence Quality78
Override Discipline85
Data Integrity88
Recovery Readiness84
Cost Transparency73
Judgment Readiness51

People

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

headcount on this work65.736.8 FTE

Redeployed into exception judgment and supplier relationship work.

inference cost per unit$1.79

Lines running in this sub-function

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

8 clear5 evidenced3 held
SL11AMonthly Commission RunTransactional · 7 stations

Lock bookings

11 q

Calculate

3 live

Exception scan

32 q

Controller review

1 live

Approve

3 live

Pay

1 live

Publish statements

1 live

SL11BDispute ResolutionTransactional · 6 stations

Intake

46 q

Recalculate

2 live

Evidence pack

20 q

Decision

1 live

Adjust

31 q

Close

2 live

SL11CPlan Design CycleJudgment · 7 stations

Frame objectives

1 live

Model behaviors

2 q

Cost scenarios

15 q

Draft plan

1 live

Challenge

35 q

Leadership ratify

8 q

Publish

29 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.

SL11-POS-100

Plan Design Cycle

Draftv4

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

Hold the ceiling at A3 for incentive compensation. Calculation is deterministic and runs touchless. Every payout run is signed by a controller and every plan design is ratified by leadership, because comp errors destroy trust instantly. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

65%

The challenge — Incentive Compensation Challenger Agent

Incentive Compensation 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 11 percent for two consecutive months
  • ·Cost per comp statement 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 $23k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$637k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$188k to build controlsOverride rate is 8 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$232k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Comp Design Agentratifier Director, Sales Compensation3 stated assumptions
SL11-POS-101

Incentive Compensation Operating Position

In challengev4

Which parts of incentive compensation should deliberately stay human, and how do we defend that against a cost argument?

Keep the repeatable comp statement 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

79%

The challenge — Incentive Compensation Challenger Agent

Incentive Compensation 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 15 percent for two consecutive months
  • ·Cost per comp statement 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$153k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$605k to build controlsOverride rate is 9 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$136k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Comp Design Agentratifier Director, Sales Compensation3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
SL11-POL-200

Incentive Compensation Decision Envelope

Agents in this lane may act without a human when the comp statement 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 · LATAM · US

envelopeComp Policy AgentDirector, Sales Compensationv1.4Superseded
SL11-POL-201

Incentive Compensation 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

evidenceComp Policy AgentDirector, Sales Compensationv1.8under review
SL11-POL-202

Incentive Compensation 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, Sales Compensation owns the response clock.

binds 5 agents · APAC

escalationComp Policy AgentDirector, Sales Compensationv3.9Active