LensReading which lens this session carries.

Function cockpit

Human Resources

Agents run the employee lifecycle. Humans make employment decisions.

Autonomy0% / 78%

Phase: Phase 3 — Functional orchestration

Run hire-to-retire as one coordinated work graph: requisition administration, scheduling, onboarding, policy service and records are agent work; selection, compensation, performance and termination remain human.

Trust score

0

Touchless

0%

Human review

0%

Override rate

0%

Capacity released

25-40% released HR-service capacity, reinvested in planning and employee relations

Accountable human

Chief Human Resources Officer

CoS agent: HR Chief of Staff

Strategy, policy, observe, workflow, and AI GBS side by side

Five layers

What Human Resources actually runs

A function is not one thing. It sets direction, writes the rules it is bound by, watches the world and itself, does the work on lines, and pushes repeatable transactions into a shared spine. Agents work in all five — not just the last two.

Strategy

21 agents

Agents that take positions, argue them, and get held to the outcome.

17 positions on the record

2 ratified, 4 in challenge

Policy

12 agents

The written rules every other agent is bound by, with version and owner.

36 binding rules

33 active, 3 superseded or retired

Observe

18 agents

Continuous sensing of the outside world and of the agents themselves.

18 watchers running

They watch the outside world and the agents themselves

Workflow

36 agents

Doing the work: lines, stations, and live units moving through them.

36 lines, 194 live units

11 held for a person right now

AI GBS

19 agents

Repeatable transaction processing run once for the whole enterprise.

2 shared towers

25 stations on this function run inside AI GBS

Strategy layer — positions on the record

Every position names its author, the agent paid to argue against it, and the conditions that would break it.

Build-Buy-Borrow Position

Rejected

Hold the ceiling at A2 for strategic workforce planning. Planning is judgment work. Agents model and author the position; the headcount envelope is a board-level commitment that a human must own. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

author Workforce Strategy Agentchallenged by Strategic Workforce Planning Challenger Agentratifier VP Workforce Strategyconfidence 70%

Strategic Workforce Planning Operating Position

In challenge

Keep the repeatable plan scenario 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.

author Build-Buy-Borrow Agentchallenged by Strategic Workforce Planning Challenger Agentratifier VP Workforce Strategyconfidence 80%

Hiring Doctrine Review

In challenge

Hold the ceiling at A3 for talent acquisition. Sourcing, screening and scheduling reach A4. The hiring decision itself never does — it stays a named human decision with adverse-impact evidence attached. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

author Hiring Doctrine Agentchallenged by Talent Acquisition Challenger Agentratifier VP Talent Acquisitionconfidence 83%

Talent Acquisition Operating Position

In challenge

Keep the repeatable requisition 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.

author Hiring Doctrine Agentchallenged by Talent Acquisition Challenger Agentratifier VP Talent Acquisitionconfidence 72%

Onboarding Operating Position

Superseded

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.

author Onboarding Orchestratorchallenged by Onboarding Challenger Agentratifier Director, Employee Experienceconfidence 86%

Org Design Change

Superseded

Hold the ceiling at A2 for hr business partnering. Tier-1 policy questions are fully agentic. Anything with disciplinary, exit or litigation potential is human-decided by design — the agent only prepares the pack. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

author Restructure Modeling Agentchallenged by HR Business Partnering Challenger Agentratifier VP HR Business Partneringconfidence 66%
17 positions across 11 sub-functions. Open a sub-function to see dissent, alternatives considered, and break conditions.

Policy layer — what binds the agents

Versioned rules with an owning agent, a human approver, and the agents they constrain.

Strategic Workforce Planning Decision Envelope

vv3.6

Agents in this lane may act without a human when the plan scenario 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.

owner Planning Policy Agentapproved by VP Workforce StrategyLATAM · USbinds 4 agents

Strategic Workforce Planning Evidence Standard

vv5.6

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.

owner Planning Policy Agentapproved by VP Workforce StrategyAPACbinds 4 agents

Strategic Workforce Planning Escalation Rule

vv2.3

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 Workforce Strategy owns the response clock.

owner Planning Policy Agentapproved by VP Workforce StrategyEU · UKbinds 4 agents

Strategic Workforce Planning Autonomy Ceiling

vv5.7

The ceiling for this lane is 62 on the platform scale. Planning is judgment work. Agents model and author the position; the headcount envelope is a board-level commitment that a human must own. The ceiling is a governance decision, not a technical limit, and only VP Workforce Strategy can propose moving it.

owner Planning Policy Agentapproved by VP Workforce StrategyAPACbinds 4 agents

Talent Acquisition Decision Envelope

vv1.7

Agents in this lane may act without a human when the requisition 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.

owner Adverse Impact Monitorapproved by VP Talent AcquisitionLATAM · USbinds 6 agents

Talent Acquisition Evidence Standard

vv4.3

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.

owner Adverse Impact Monitorapproved by VP Talent AcquisitionEU · UK · USbinds 6 agents
36 rules in the register. An agent cannot act outside the version in force.

Workflow layer — the lines doing the work

Each line is a workflow. Each station is a stage. Each unit is a live piece of work.

140 clear43 evidenced11 held
LineSub-functionKindUnits / wkTouchlessTimetableActualStations
HR1A

Annual Plan Build

Strategic Workforce Planninganalytical8938%206.7h244.9h9
HR1B

Quarterly Re-forecast

Strategic Workforce Planninganalytical6935%198.0h251.1h6
HR1C

Build-Buy-Borrow Position

Strategic Workforce Planningjudgment130%347.1h335.7h7
HR2A

Req-to-Offer

Talent Acquisitiontransactional4,22482%8.3h7.0h11
HR2B

Talent Pool Nurture

Talent Acquisitiontransactional8,08777%25.5h30.6h5
HR2C

Agency & Vendor Management

Talent Acquisitiontransactional3,47074%3.2h3.8h5
HR2D

Hiring Doctrine Review

Talent Acquisitionjudgment439%358.0h347.4h6
HR3A

Offer-to-Productive

Onboardingtransactional6,48887%6.5h7.8h9
HR3B

Rehire & Boomerang

Onboardingtransactional7,46184%23.2h26.9h4
HR3C

Bulk Cohort Onboarding

Onboardingtransactional4,54490%7.7h8.7h5
HR4A

Manager Support Case

HR Business Partneringtransactional65057%8.9h9.8h5
HR4B

Org Design Change

HR Business Partneringjudgment417%560.6h585.5h8
HR4C

Employee Relations Case

HR Business Partneringtransactional97557%2.2h2.5h6
HR5A

Goal Cycle

Performance Managementtransactional7,37858%12.9h16.5h5
HR5B

Year-end & Calibration

Performance Managementtransactional1,43159%10.8h10.7h7
HR5C

PIP Lifecycle

Performance Managementtransactional4,31152%21.2h18.1h7
HR6A

Skill Gap-to-Capability

Learning & Developmenttransactional6,40486%22.4h19.6h6
HR6B

Compliance Training Cycle

Learning & Developmenttransactional5,92576%4.4h3.4h6
HR6C

Content Build

Learning & Developmenttransactional5,48081%8.4h9.3h5
HR6D

Capability Investment Position

Learning & Developmentjudgment547%501.8h606.0h6
HR7A

Internal Move

Talent Mobilitytransactional7,72667%4.6h5.9h6
HR7B

International Assignment

Talent Mobilitytransactional5,57765%6.0h7.8h8
HR7C

Succession Slate Refresh

Talent Mobilityanalytical7640%99.1h92.9h5
HR8A

Annual Merit Cycle

Total Rewardstransactional5,67768%25.8h21.1h8
HR8B

Off-cycle Adjustment

Total Rewardstransactional7,79862%12.3h15.0h5
HR8C

Benefits Renewal

Total Rewardstransactional6,30266%12.7h16.5h6
HR8D

Rewards Philosophy Position

Total Rewardsjudgment336%506.3h430.5h6
HR9A

Voluntary Exit

Exit Managementtransactional2,38261%11.1h13.4h8
HR9B

Involuntary Exit

Exit Managementtransactional4,55963%9.8h11.7h8
HR9C

Reduction in Force

Exit Managementjudgment112%710.4h628.7h8
HR10A

Engagement Survey Cycle

Culture & Engagementtransactional1,04660%20.4h25.7h8
HR10B

Always-on Listening

Culture & Engagementanalytical3947%133.4h98.7h5
HR10C

Culture Intervention

Culture & Engagementjudgment422%712.2h907.2h7
HR11A

Data Quality Remediation

HR AI-ITtransactional5,55572%9.0h10.3h5
HR11B

System Change Release

HR AI-ITtransactional4,87674%18.8h16.0h7
HR11C

Agent Onboarding & Certification

HR AI-ITtransactional3,74275%4.5h3.9h7

Observe layer — the watchers

Sensing agents and the agents that supervise other agents.

Workforce Planning Orchestrator

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

A288%

Strategic Workforce Planning Challenger Agent

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

A295%

Talent Acquisition Orchestrator

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

A391%

Talent Acquisition Challenger Agent

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

A292%

Onboarding Orchestrator

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

A387%

Onboarding Challenger Agent

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

A295%

HRBP Orchestrator

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

A288%

Org Health Signal Agent

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

A293%

AI GBS layer — the shared spine

Repeatable transaction processing does not belong to this function. It runs once for the enterprise.

p2p159 units / wk routed

Strategic Workforce Planning

h2r122,204 units / wk routed

Talent Acquisition · Onboarding · HR Business Partnering · Performance Management · Learning & Development · Talent Mobility · Total Rewards · Exit Management · Culture & Engagement · HR AI-IT

Stations running inside AI GBS

25 of 235 stations(11% of the function's stations)

Read this page as the honest answer to “what would an 80% agentic Human Resources look like?” The strategy and policy layers are where the argument happens. The workflow and AI GBS layers are where the volume goes. The observe layer is the only reason the other four can be trusted.

Sub-function breakdown