LensReading which lens this session carries.
Human Resources/Total Rewards

Sub-function

Total Rewards

Owns comp action work end to end inside Human Resources. Runs 4 lines across 25 stations, drains the repeatable share into the H2R tower, and holds 6 human gates.

orchestrator Total Rewards Orchestratorhuman owner VP Total Rewards routes into h2r

Estate rating

BBB

69 / 100

autonomy 59%cap 68%

Modeling, benchmarking and pay-equity scanning are fully agentic and run continuously. Every budget and every individual exception is a human decision.

Agents

10

Lines

4

Units / wk

19,780

Timetable vs actual

16.4h → 17.3h

Cost / unit

$4.52

was $14

Run-rate saving

$10.0M

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.

Total Rewards Orchestrator

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

ObserveA2186 / 24h94%9% ovr$6.35/task

ceiling A2 · escalates to Escalates to VP Total Rewards when the unit falls outside the decision envelope or confidence drops below the floor.

AI GBSRuns the shared transaction spine.

Market Benchmark Agent

Runs the repeatable portion of total rewards inside the shared transaction spine at spine cost and spine controls.

AI GBSA22,605 / 24h98%1% ovr$0.05/task

ceiling A2 · escalates to Escalates to VP Total Rewards when the unit falls outside the decision envelope or confidence drops below the floor.

Equity Administration Agent

Runs the repeatable portion of total rewards inside the shared transaction spine at spine cost and spine controls.

AI GBSA2283 / 24h97%3% ovr$0.38/task

ceiling A2 · escalates to Escalates to VP Total Rewards when the unit falls outside the decision envelope or confidence drops below the floor.

Recognition Agent

Runs the repeatable portion of total rewards inside the shared transaction spine at spine cost and spine controls.

AI GBSA23,002 / 24h98%4% ovr$0.48/task

ceiling A2 · escalates to Escalates to VP Total Rewards when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Comp Band Modeling Agent

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

WorkflowA22,803 / 24h93%6% ovr$0.26/task

ceiling A2 · escalates to Escalates to VP Total Rewards when the unit falls outside the decision envelope or confidence drops below the floor.

Merit Cycle Agent

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

WorkflowA22,612 / 24h89%3% ovr$0.52/task

ceiling A2 · escalates to Escalates to VP Total Rewards when the unit falls outside the decision envelope or confidence drops below the floor.

ObserveWatches signals and watches the agents.

Benefits Design Analytics Agent

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

ObserveA231 / 24h87%6% ovr$2.61/task

ceiling A2 · escalates to Escalates to VP Total Rewards when the unit falls outside the decision envelope or confidence drops below the floor.

PolicyAuthors and versions the binding rules.

Pay Equity Monitor

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

PolicyA2133 / 24h90%14% ovr$1.29/task

ceiling A2 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.

StrategyForms and defends a position.

Rewards Philosophy Agent

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

StrategyA211 / 24h96%11% ovr$12/task

ceiling A2 · 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.

Total Rewards Challenger Agent

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

StrategyA2191 / 24h95%10% ovr$4.83/task

ceiling A2 · 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 Coverage65
Evidence Quality60
Override Discipline87
Data Integrity65
Recovery Readiness65
Cost Transparency83
Judgment Readiness61

People

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

headcount on this work83.464.5 FTE

Redeployed into customer-facing escalation ownership.

inference cost per unit$0.60

Lines running in this sub-function

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

17 clear4 evidenced3 held
HR8AAnnual Merit CycleTransactional · 8 stations

Set budget

3 live

Model distribution

2 live

Manager allocation

17 q

Equity scan

1 live

Exception review

1 q

Budget approve

2 live

Execute

39 q

Communicate

24 q

HR8BOff-cycle AdjustmentTransactional · 5 stations

Request

2 live

Benchmark

15 q

Band check

2 live

Approve

2 live

Execute

2 live

HR8CBenefits RenewalTransactional · 6 stations

Model usage

1 live

Market test

2 live

Design options

27 q

Approve

3 q

Enroll

4 live

Communicate

43 q

HR8DRewards Philosophy PositionJudgment · 6 stations

Frame

1 live

Benchmark evidence

20 q

Model options

28 q

Draft position

6 q

Challenge

34 q

Ratify

1 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.

HR8-POS-100

Rewards Philosophy Position

Draftv1

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

Hold the ceiling at A2 for total rewards. Modeling, benchmarking and pay-equity scanning are fully agentic and run continuously. Every budget and every individual exception is a human decision. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

59%

The challenge — Total Rewards Challenger Agent

Total Rewards 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 10 percent for two consecutive months
  • ·Cost per comp action 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 $45k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$858k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$1227k 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$213k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Rewards Philosophy Agentratifier VP Total Rewards3 stated assumptions
HR8-POS-101

Total Rewards Operating Position

Draftv3

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

Keep the repeatable comp action 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 — Total Rewards Challenger Agent

Total Rewards 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 6 percent for two consecutive months
  • ·Cost per comp action stops falling while volume keeps rising
  • ·A comparator publishes a materially lower unit cost on a like-for-like basis

Evidence gaps

  • ·No external comparator on a like-for-like unit definition
  • ·Exception cases under $6k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$266k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$1094k to build controlsOverride rate is 13 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$467k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Rewards Philosophy Agentratifier VP Total Rewards3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
HR8-POL-200

Total Rewards Decision Envelope

Agents in this lane may act without a human when the comp action 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 · US · Canada

envelopePay Equity MonitorVP Total Rewardsv3.9Superseded
HR8-POL-201

Total Rewards 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 · EU · UK · US

evidencePay Equity MonitorVP Total Rewardsv2.7Active
HR8-POL-202

Total Rewards 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. VP Total Rewards owns the response clock.

binds 5 agents · Global · EU

escalationPay Equity MonitorVP Total Rewardsv5.3Active
HR8-POL-203

Total Rewards Autonomy Ceiling

The ceiling for this lane is 68 on the platform scale. Modeling, benchmarking and pay-equity scanning are fully agentic and run continuously. Every budget and every individual exception is a human decision. The ceiling is a governance decision, not a technical limit, and only VP Total Rewards can propose moving it.

binds 5 agents · Global · EU

ceilingPay Equity MonitorVP Total Rewardsv3.6Active