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. Model spend, retrieval, evaluation and the human review time that agents still trigger are all inside the number. A cost-per-unit figure that excludes inference is a marketing number.

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. If volume doubles, the inference column doubles. That is the honest trade being made here.

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

4.73.7 FTE

1.0 FTE

Redeployed into customer-facing escalation ownership.

Spend Analytics

23.114.2 FTE

8.9 FTE

Redeployed into scenario work and strategy authoring review.

Sourcing & RFx

65.146.7 FTE

18.4 FTE

Redeployed into control design and independent testing.

Negotiation & Award

47.433.3 FTE

14.1 FTE

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

Contract Execution

59.332.1 FTE

27.2 FTE

Redeployed into exception judgment and supplier relationship work.

Supplier Onboarding

89.262.8 FTE

26.4 FTE

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

Supplier Performance & Risk

60.833.7 FTE

27.1 FTE

Redeployed into agent supervision, calibration and coaching.

Requisition & PO

106.052.6 FTE

53.4 FTE

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

Invoice & Three-Way Match

70.133.0 FTE

37.1 FTE

Redeployed into scenario work and strategy authoring review.

Payment Interlock

25.514.7 FTE

10.8 FTE

Redeployed into scenario work and strategy authoring review.

Savings Assurance

26.018.2 FTE

7.8 FTE

Redeployed into exception judgment and supplier relationship work.