LensReading which lens this session carries.

Function cockpit

Sales

Agents prepare, capture and coordinate. Sellers own the relationship.

Autonomy0% / 82%

Phase: Phase 3 — Functional orchestration

Run the account estate as a continuously sensed system: research, briefs, CRM truth, follow-up and pipeline risk are agent work; commitments made to customers remain human.

Trust score

0

Touchless

0%

Human review

0%

Override rate

0%

Capacity released

20-40% seller capacity (aspiration, requires local baselining)

Accountable human

Chief Revenue Officer

CoS agent: Sales Chief of Staff

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

Unit economics

What a unit of Sales 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

73,770

Cost to serve / wk

$824K

was $2.4M

Run-rate saving

$82.0M

annualized at current volume

Inference spend / wk

$168K

20% of cost to serve

Capacity released

172.9 FTE

466 → 293 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
Territory & Quota Planning135$3K$986$117-64%$235K
Account Planning4,088$25$9.27$1.42-63%$65K
Demand Qualification9,651$39$12$1.85-70%$266K
Opportunity Management4,027$40$13$3.24-67%$107K
Solution & Proposal3,726$30$7.79$1.20-74%$82K
Deal Desk & Approvals3,178$13$4.96$0.96-63%$27K
Forecast & Pipeline Hygiene7,376$30$10$2.04-67%$149K
Partner & Channel13,725$13$5.69$1.14-56%$100K
Expansion & Renewals10,746$44$15$4.41-65%$305K
Sales Enablement2,642$39$10$1.40-73%$74K
Incentive Compensation14,476$18$6.59$1.79-64%$167K
Total73,770$2.4M$824K$168K-66%$1.6M

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.

Territory & Quota Planning

8.36.0 FTE

2.3 FTE

Redeployed into data stewardship and evidence quality.

Account Planning

47.035.5 FTE

11.5 FTE

Redeployed into cross-function process redesign.

Demand Qualification

74.135.7 FTE

38.4 FTE

Redeployed into customer-facing escalation ownership.

Opportunity Management

27.519.4 FTE

8.1 FTE

Redeployed into cross-function process redesign.

Solution & Proposal

38.125.8 FTE

12.3 FTE

Redeployed into data stewardship and evidence quality.

Deal Desk & Approvals

49.530.9 FTE

18.6 FTE

Redeployed into scenario work and strategy authoring review.

Forecast & Pipeline Hygiene

25.215.8 FTE

9.4 FTE

Redeployed into data stewardship and evidence quality.

Partner & Channel

63.741.8 FTE

21.9 FTE

Redeployed into control design and independent testing.

Expansion & Renewals

25.316.7 FTE

8.6 FTE

Redeployed into scenario work and strategy authoring review.

Sales Enablement

41.428.5 FTE

12.9 FTE

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

Incentive Compensation

65.736.8 FTE

28.9 FTE

Redeployed into exception judgment and supplier relationship work.