LensReading which lens this session carries.

Function cockpit

AI GBS & Global Business Services

One front door for the enterprise. The digital-workforce factory.

Autonomy0% / 88%

Phase: Phase 4 — Governed autonomy

Operate shared services as an enterprise control tower and digital-workforce factory: intake, routing, standard execution, queue balance and evidence packaging are agent work; service design, sourcing strategy and control acceptance remain human.

Trust score

0

Touchless

0%

Human review

0%

Override rate

0%

Capacity released

30-50% released operating capacity across mature services; selected transactional workflows higher

Accountable human

Head of Global Business Services

CoS agent: GBS Chief of Staff

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

Unit economics

What a unit of AI GBS & Global Business Services work costs to serve

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

Units per week

144,910

Cost to serve / wk

$1.3M

was $4.2M

Run-rate saving

$147.5M

annualized at current volume

Inference spend / wk

$264K

20% of cost to serve

Capacity released

300.2 FTE

712 → 412 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
H2R Control Tower25,526$26$7.21$1.86-72%$480K
S2P Control Tower20,386$27$7.48$1.54-72%$396K
O2C Control Tower22,967$35$9.76$1.18-72%$590K
R2R Control Tower19,748$37$13$2.39-65%$475K
Service Catalog & Intake18,519$27$9.33$2.73-65%$323K
Global Process Ownership106$874$391$63-55%$51K
Automation Factory8,788$26$11$1.50-59%$134K
Master Data Management9,565$18$6.08$1.81-66%$112K
Service Delivery Management7,641$30$11$1.22-64%$148K
Continuous Improvement3,531$28$9.36$2.30-66%$64K
Cost-to-Serve Management8,133$11$2.85$0.66-73%$63K
Total144,910$4.2M$1.3M$264K-68%$2.8M

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.

H2R Control Tower

60.6 → 38.3 FTE

22.3 FTE

Redeployed into exception judgment and supplier relationship work.

S2P Control Tower

97.1 → 46.1 FTE

51.0 FTE

Redeployed into customer-facing escalation ownership.

O2C Control Tower

120.0 → 79.2 FTE

40.8 FTE

Redeployed into scenario work and strategy authoring review.

R2R Control Tower

60.3 → 41.0 FTE

19.3 FTE

Redeployed into customer-facing escalation ownership.

Service Catalog & Intake

117.2 → 59.2 FTE

58.0 FTE

Redeployed into scenario work and strategy authoring review.

Global Process Ownership

4.8 → 3.5 FTE

1.3 FTE

Redeployed into scenario work and strategy authoring review.

Automation Factory

47.4 → 31.2 FTE

16.2 FTE

Redeployed into data stewardship and evidence quality.

Master Data Management

75.3 → 37.3 FTE

38.0 FTE

Redeployed into exception judgment and supplier relationship work.

Service Delivery Management

41.7 → 26.2 FTE

15.5 FTE

Redeployed into exception judgment and supplier relationship work.

Continuous Improvement

27.7 → 16.9 FTE

10.8 FTE

Redeployed into data stewardship and evidence quality.

Cost-to-Serve Management

60.2 → 33.2 FTE

27.0 FTE

Redeployed into exception judgment and supplier relationship work.