LensReading which lens this session carries.
Human Resources/Onboarding

Sub-function

Onboarding

Owns onboarding case work end to end inside Human Resources. Runs 3 lines across 18 stations, drains the repeatable share into the H2R tower, and holds 1 human gates.

orchestrator Onboarding Orchestratorhuman owner Director, Employee Experience routes into h2r

Estate rating

A

81 / 100

autonomy 80%cap 88%

The highest-autonomy people process in the enterprise. It is deterministic, well-instrumented, and every exception has a named owner.

Agents

9

Lines

3

Units / wk

18,493

Timetable vs actual

13.5h → 15.7h

Cost / unit

$12

was $33

Run-rate saving

$19.9M

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.

Onboarding Orchestrator

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

ObserveA315 / 24h87%8% ovr$13/task

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

AI GBSRuns the shared transaction spine.

Pre-boarding Comms Agent

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

AI GBSA41,226 / 24h92%7% ovr$0.38/task

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

Buddy & Manager Prep Agent

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

AI GBSA43,897 / 24h92%8% ovr$0.23/task

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

TaskExecutes stations on a line.

Document & Compliance Pack Agent

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

WorkflowA4948 / 24h98%8% ovr$0.31/task

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

Provisioning Coordination Agent

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

WorkflowA4268 / 24h89%5% ovr$0.06/task

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

Day-1 Readiness Agent

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

WorkflowA42,433 / 24h94%9% ovr$0.08/task

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

30/60/90 Check-in Agent

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

WorkflowA43,336 / 24h90%5% ovr$0.45/task

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

PolicyAuthors and versions the binding rules.

Onboarding Policy Agent

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

PolicyA2191 / 24h95%7% ovr$7.32/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.

Onboarding Challenger Agent

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

StrategyA214 / 24h95%4% ovr$1.02/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 Coverage86
Evidence Quality73
Override Discipline89
Data Integrity90
Recovery Readiness85
Cost Transparency85
Judgment Readiness59

People

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

headcount on this work93.361.7 FTE

Redeployed into cross-function process redesign.

inference cost per unit$3.58

Lines running in this sub-function

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

20 clear1 evidenced0 held
HR3AOffer-to-ProductiveTransactional · 9 stations

Accept

1 live

Contract

2 live

Compliance pack

13 q

Right-to-work check

4 q

Provision IT

1 live

Payroll setup

1 live

Workspace

1 live

Day-1 readiness

1 live

30-day check

1 live

HR3BRehire & BoomerangTransactional · 4 stations

Match alumni

3 live

Verify record

1 live

Fast-track pack

2 live

Day-1 readiness

3 live

HR3CBulk Cohort OnboardingTransactional · 5 stations

Cohort form

27 q

Batch compliance

3 q

Batch provision

1 live

Cohort Day-1

1 live

Cohort 30-day

2 live

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.

HR3-POS-100

Onboarding Operating Position

Supersededv1

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

Hold the ceiling at A4 for onboarding. The highest-autonomy people process in the enterprise. It is deterministic, well-instrumented, and every exception has a named owner. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

86%

The challenge — Onboarding Challenger Agent

Onboarding Challenger Agent argues the recommendation leans on 5 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 8 percent for two consecutive months
  • ·Cost per onboarding case 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 $42k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$440k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$389k to build controlsOverride rate is 7 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$935k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Onboarding Orchestratorratifier Director, Employee Experience3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
HR3-POL-200

Onboarding Decision Envelope

Agents in this lane may act without a human when the onboarding case 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 6 agents · EU · UK

envelopeOnboarding Policy AgentDirector, Employee Experiencev2.1Active
HR3-POL-201

Onboarding 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 6 agents · LATAM · US

evidenceOnboarding Policy AgentDirector, Employee Experiencev3.1Active