LensReading which lens this session carries.

Function cockpit

Procurement & Source-to-Pay

Compliant intake to touchless invoice, with humans on strategy and risk.

Autonomy0% / 86%

Phase: Phase 3 — Functional orchestration

Make every buying request land on a compliant path, then run sourcing, negotiation, ordering and matching as bounded agent work under sanctions, supplier and payment controls.

Trust score

0

Touchless

0%

Human review

0%

Override rate

0%

Capacity released

25-40% efficiency; touchless invoice best-in-class 52.8%

Accountable human

Chief Procurement Officer

CoS agent: Procurement Chief of Staff

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

Unit economics

What a unit of Procurement & Source-to-Pay work costs to serve

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

Units per week

103,441

Cost to serve / wk

$823K

was $2.6M

Run-rate saving

$90.6M

annualized at current volume

Inference spend / wk

$134K

16% of cost to serve

Capacity released

232.2 FTE

577 → 345 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
Category Strategy52$2K$554$141-68%$62K
Spend Analytics9,105$42$11$1.25-73%$283K
Sourcing & RFx9,765$29$10$1.87-65%$181K
Negotiation & Award4,437$13$5.38$0.56-58%$33K
Contract Execution6,532$49$19$2.92-61%$193K
Supplier Onboarding14,942$31$9.88$1.59-69%$323K
Supplier Performance & Risk9,147$9.94$2.58$0.54-74%$67K
Requisition & PO19,656$11$3.68$0.82-65%$136K
Invoice & Three-Way Match15,254$7.61$2.23$0.57-71%$82K
Payment Interlock7,782$39$12$1.84-69%$209K
Savings Assurance6,769$36$11$1.15-71%$174K
Total103,441$2.6M$823K$134K-68%$1.7M

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.

Category Strategy

4.7 → 3.7 FTE

1.0 FTE

Redeployed into customer-facing escalation ownership.

Spend Analytics

23.1 → 14.2 FTE

8.9 FTE

Redeployed into scenario work and strategy authoring review.

Sourcing & RFx

65.1 → 46.7 FTE

18.4 FTE

Redeployed into control design and independent testing.

Negotiation & Award

47.4 → 33.3 FTE

14.1 FTE

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

Contract Execution

59.3 → 32.1 FTE

27.2 FTE

Redeployed into exception judgment and supplier relationship work.

Supplier Onboarding

89.2 → 62.8 FTE

26.4 FTE

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

Supplier Performance & Risk

60.8 → 33.7 FTE

27.1 FTE

Redeployed into agent supervision, calibration and coaching.

Requisition & PO

106.0 → 52.6 FTE

53.4 FTE

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

Invoice & Three-Way Match

70.1 → 33.0 FTE

37.1 FTE

Redeployed into scenario work and strategy authoring review.

Payment Interlock

25.5 → 14.7 FTE

10.8 FTE

Redeployed into scenario work and strategy authoring review.

Savings Assurance

26.0 → 18.2 FTE

7.8 FTE

Redeployed into exception judgment and supplier relationship work.