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

Eleven decomposed sub-functions, each with its own estate rating

Sub-functions

Human Resources, decomposed

Nobody automates a function. They automate the sub-functions inside it, at different speeds, with different ceilings. Each one carries its own orchestrator, its own human owner, and its own honest limit.

Autonomy ceiling range

55%88%

The binding constraint here is Performance Management — capped at 55%.

Agents assemble evidence, scan for biased language and prepare calibration packs. Ratings, PIP initiation and outcomes are never agent decisions — they carry legal consequence.

Strategic Workforce Planning

Workforce Planning Orchestrator · human owner VP Workforce Strategy

BBB

estate rating

Owns plan scenario work end to end inside Human Resources. Runs 3 lines across 22 stations, drains the repeatable share into the P2P tower, and holds 3 human gates.

autonomy now 38%ceiling 62%

Planning is judgment work. Agents model and author the position; the headcount envelope is a board-level commitment that a human must own.

Units / wk

159

Agents

10

Lines

3

Cost / unit

$229

was $533

1 Orchestrator1 AI GBS3 Task3 Strategy1 Policy1 Challenger p2p
7 clear1 evidenced0 held
8 live units
Talent Acquisition

Talent Acquisition Orchestrator · human owner VP Talent Acquisition

A

estate rating

Owns requisition work end to end inside Human Resources. Runs 4 lines across 27 stations, drains the repeatable share into the H2R tower, and holds 3 human gates.

autonomy now 70%ceiling 78%

Sourcing, screening and scheduling reach A4. The hiring decision itself never does — it stays a named human decision with adverse-impact evidence attached.

Units / wk

15,785

Agents

12

Lines

4

Cost / unit

$5.91

was $14

1 Orchestrator3 AI GBS5 Task1 Policy1 Strategy1 Challenger h2r
15 clear8 evidenced0 held
23 live units
Onboarding

Onboarding Orchestrator · human owner Director, Employee Experience

A

estate rating

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.

autonomy now 80%ceiling 88%

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

Units / wk

18,493

Agents

9

Lines

3

Cost / unit

$12

was $33

1 Orchestrator2 AI GBS4 Task1 Policy1 Challenger h2r
20 clear1 evidenced0 held
21 live units
HR Business Partnering

HRBP Orchestrator · human owner VP HR Business Partnering

BBB

estate rating

Owns case work end to end inside Human Resources. Runs 3 lines across 19 stations, drains the repeatable share into the H2R tower, and holds 5 human gates.

autonomy now 57%ceiling 58%

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.

Units / wk

1,629

Agents

9

Lines

3

Cost / unit

$15

was $32

1 Orchestrator1 AI GBS1 Observe2 Task1 Policy2 Strategy1 Challenger h2r
10 clear3 evidenced1 held
14 live units
Performance Management

Performance Orchestrator · human owner Director, Performance & Talent

BBB

estate rating

Owns review work end to end inside Human Resources. Runs 3 lines across 19 stations, drains the repeatable share into the H2R tower, and holds 6 human gates.

autonomy now 49%ceiling 55%

Agents assemble evidence, scan for biased language and prepare calibration packs. Ratings, PIP initiation and outcomes are never agent decisions — they carry legal consequence.

Units / wk

13,120

Agents

10

Lines

3

Cost / unit

$17

was $33

1 Orchestrator1 AI GBS3 Task1 Observe3 Policy1 Challenger h2r
9 clear3 evidenced1 held
13 live units
Learning & Development

L&D Orchestrator · human owner Director, Learning & Capability

A

estate rating

Owns learning path work end to end inside Human Resources. Runs 4 lines across 23 stations, drains the repeatable share into the H2R tower, and holds 4 human gates.

autonomy now 73%ceiling 82%

Path generation, assignment and tracking run autonomously. Anything published under the company brand or carrying a regulatory certification needs a human signature.

Units / wk

17,814

Agents

9

Lines

4

Cost / unit

$19

was $52

1 Orchestrator2 AI GBS4 Task1 Strategy1 Challenger h2r
18 clear6 evidenced1 held
25 live units
Talent Mobility

Mobility Orchestrator · human owner Director, Global Mobility

BBB

estate rating

Owns assignment work end to end inside Human Resources. Runs 3 lines across 19 stations, drains the repeatable share into the H2R tower, and holds 5 human gates.

autonomy now 63%ceiling 64%

Internal matching is highly agentic. Every cross-border move touches tax, immigration and permanent-establishment risk, so a human clears each one.

Units / wk

13,379

Agents

9

Lines

3

Cost / unit

$8.26

was $24

1 Orchestrator2 AI GBS4 Task1 Policy1 Challenger h2r
13 clear3 evidenced2 held
18 live units
Total Rewards

Total Rewards Orchestrator · human owner VP Total Rewards

BBB

estate rating

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.

autonomy now 59%ceiling 68%

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

Units / wk

19,780

Agents

10

Lines

4

Cost / unit

$4.52

was $14

1 Orchestrator3 AI GBS2 Task1 Observe1 Policy1 Strategy1 Challenger h2r
17 clear4 evidenced3 held
24 live units
Exit Management

Exit Orchestrator · human owner Director, Employee Relations

BBB

estate rating

Owns exit case work end to end inside Human Resources. Runs 3 lines across 24 stations, drains the repeatable share into the H2R tower, and holds 6 human gates.

autonomy now 59%ceiling 60%

Voluntary exits are near-touchless. Every involuntary exit and every RIF selection list is human-decided with legal clearance — the agent prepares, never selects.

Units / wk

6,942

Agents

9

Lines

3

Cost / unit

$19

was $45

1 Orchestrator2 AI GBS4 Task1 Observe1 Challenger h2r
10 clear6 evidenced1 held
17 live units
Culture & Engagement

Culture Orchestrator · human owner Director, Culture & Engagement

BBB

estate rating

Owns listening cycle work end to end inside Human Resources. Runs 3 lines across 20 stations, drains the repeatable share into the H2R tower, and holds 4 human gates.

autonomy now 52%ceiling 66%

Listening and synthesis are agentic. Nothing reaches the workforce without a human publisher, and small-cohort findings are suppressed to prevent re-identification.

Units / wk

1,089

Agents

10

Lines

3

Cost / unit

$11

was $32

1 Orchestrator1 Observe3 Task2 AI GBS1 Policy1 Strategy1 Challenger h2r
6 clear3 evidenced0 held
9 live units
HR AI-IT

HR Tech Orchestrator · human owner Director, HR Technology

BBB

estate rating

Owns change work end to end inside Human Resources. Runs 3 lines across 19 stations, drains the repeatable share into the H2R tower, and holds 4 human gates.

autonomy now 66%ceiling 74%

Data remediation and monitoring run autonomously. Production config changes and — critically — promoting any agent to a higher autonomy level require a named human approver.

Units / wk

14,173

Agents

9

Lines

3

Cost / unit

$8.92

was $25

1 Orchestrator2 Observe2 Policy2 Task1 Strategy1 Challenger h2r
15 clear5 evidenced2 held
22 live units

How to read an estate rating

The rating is not a maturity badge. It scores seven control dimensions — control coverage, evidence quality, override discipline, data integrity, recovery readiness, cost transparency, and judgment readiness. Judgment readiness runs deliberately against autonomy: a sub-function that has pushed automation hardest usually scores worst on whether a human could still take the decision back.

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