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. more
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. more
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.