Function cockpit
Customer Service
Agents resolve the routine. Humans hold the difficult conversations.
Phase: Phase 3 — Functional orchestration
Resolve common issues end to end across knowledge, billing, inventory and scheduling systems, while routing vulnerability, ambiguity and emotion to humans who can genuinely help.
Trust score
0
Touchless
0%
Human review
0%
Override rate
0%
Capacity released
40-60% autonomous resolution initially, progressing only when repeat contact and outcomes stay strong
Accountable human
Chief Customer Officer
CoS agent: Customer Service Chief of Staff
Cost to serve per unit including inference, and where the capacity went
Unit economics
What a unit of Customer Service 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
85,201
Cost to serve / wk
$912K
was $2.8M
Run-rate saving
$95.8M
annualized at current volume
Inference spend / wk
$226K
25% of cost to serve
Capacity released
231.4 FTE
547 → 315 on the work
Cost to serve by sub-function
Before and after, per unit, with the inference component shown separately.
| Sub-function | Units / wk | Cost / unit before | Cost / unit now | Of which inference | Change | Weekly delta |
|---|---|---|---|---|---|---|
| Intake & Routing | 4,225 | $26 | $6.72 | $1.11 | -74% | $83K |
| Tier-1 Resolution | 3,499 | $44 | $15 | $4.09 | -65% | $100K |
| Tier-2 Technical | 7,356 | $25 | $8.57 | $1.69 | -66% | $124K |
| Case Management | 15,863 | $16 | $4.01 | $0.82 | -75% | $190K |
| Knowledge Management | 8,585 | $43 | $13 | $3.47 | -70% | $256K |
| Field Service Dispatch | 14,926 | $50 | $18 | $4.97 | -64% | $477K |
| Warranty & Returns | 5,298 | $22 | $6.86 | $1.27 | -69% | $81K |
| Voice of Customer | 3,997 | $45 | $13 | $3.47 | -71% | $127K |
| Quality & Coaching | 14,523 | $22 | $8.65 | $1.98 | -62% | $201K |
| Workforce Management | 6,810 | $11 | $3.33 | $0.76 | -69% | $51K |
| Service Analytics | 119 | $2K | $738 | $193 | -64% | $155K |
| Total | 85,201 | $2.8M | $912K | $226K | -67% | $1.8M |
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.
Intake & Routing
39.4 → 20.4 FTE
Roles held flat; released hours absorbed volume growth rather than headcount reduction.
Tier-1 Resolution
51.4 → 25.9 FTE
Redeployed into control design and independent testing.
Tier-2 Technical
69.2 → 38.0 FTE
Redeployed into customer-facing escalation ownership.
Case Management
74.1 → 38.5 FTE
Redeployed into exception judgment and supplier relationship work.
Knowledge Management
62.7 → 39.3 FTE
Redeployed into cross-function process redesign.
Field Service Dispatch
69.2 → 42.1 FTE
Redeployed into data stewardship and evidence quality.
Warranty & Returns
23.6 → 13.1 FTE
Redeployed into control design and independent testing.
Voice of Customer
23.3 → 15.7 FTE
Redeployed into customer-facing escalation ownership.
Quality & Coaching
69.8 → 41.5 FTE
Redeployed into agent supervision, calibration and coaching.
Workforce Management
52.6 → 34.2 FTE
Redeployed into customer-facing escalation ownership.
Service Analytics
11.2 → 6.4 FTE
Redeployed into exception judgment and supplier relationship work.