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

Cost to serve per unit including inference, and where the capacity went

Unit economics

What a unit of Human Resources work costs to serve

Cost per unit is stated after inference, not before it.

Units per week

122,363

Cost to serve / wk

$1.4M

was $3.6M

Run-rate saving

$114.7M

annualized at current volume

Inference spend / wk

$277K

20% of cost to serve

Capacity released

219.0 FTE

655 → 436 on the work

Cost to serve by sub-function

Before and after, per unit, with the inference component shown separately.

Sub-functionUnits / wkCost / unit beforeCost / unit nowOf which inferenceChangeWeekly delta
Strategic Workforce Planning159$533$229$37-57%$48K
Talent Acquisition15,785$14$5.91$1.47-58%$128K
Onboarding18,493$33$12$3.58-63%$383K
HR Business Partnering1,629$32$15$2.00-54%$28K
Performance Management13,120$33$17$2.33-49%$213K
Learning & Development17,814$52$19$4.62-63%$577K
Talent Mobility13,379$24$8.26$0.96-65%$207K
Total Rewards19,780$14$4.52$0.60-68%$192K
Exit Management6,942$45$19$2.61-57%$175K
Culture & Engagement1,089$32$11$1.52-67%$23K
HR AI-IT14,173$25$8.92$1.50-65%$231K
Total122,363$3.6M$1.4M$277K-61%$2.2M

Inference is a variable cost that scales with volume, unlike the headcount it replaced.

Where the released capacity went

Capacity that is not redeployed is not a saving, it is a rounding error waiting to be re-hired.

Strategic Workforce Planning

10.5 → 7.6 FTE

2.9 FTE

Roles held flat; released hours absorbed volume growth rather than headcount reduction.

Talent Acquisition

97.9 → 58.6 FTE

39.3 FTE

Redeployed into scenario work and strategy authoring review.

Onboarding

93.3 → 61.7 FTE

31.6 FTE

Redeployed into cross-function process redesign.

HR Business Partnering

21.2 → 15.6 FTE

5.6 FTE

Redeployed into data stewardship and evidence quality.

Performance Management

42.5 → 34.0 FTE

8.5 FTE

Redeployed into agent supervision, calibration and coaching.

Learning & Development

85.5 → 47.6 FTE

37.9 FTE

Roles held flat; released hours absorbed volume growth rather than headcount reduction.

Talent Mobility

38.2 → 23.8 FTE

14.4 FTE

Redeployed into customer-facing escalation ownership.

Total Rewards

83.4 → 64.5 FTE

18.9 FTE

Redeployed into customer-facing escalation ownership.

Exit Management

72.9 → 49.5 FTE

23.4 FTE

Redeployed into control design and independent testing.

Culture & Engagement

25.6 → 18.9 FTE

6.7 FTE

Redeployed into scenario work and strategy authoring review.

HR AI-IT

83.9 → 54.1 FTE

29.8 FTE

Redeployed into data stewardship and evidence quality.