PRO 2028

Enterprise AI Inference Cost & Multi-Tier Routing Workbench

1. Workload Scale 600M tok/mo
2. Routing Topology Split 100%
Semantic Cache 35%
$0.01 / $0.01 per MTok · ~15ms latency
Distilled Domain SLM (3B-8B) 20%
$0.15 / $0.60 per MTok · ~90ms latency
Mid-Tier General (70B) 30%
$0.80 / $2.40 per MTok · ~350ms latency
Frontier Reasoning (400B+) 15%
$5.00 / $15.00 per MTok · ~1400ms latency
Monthly Expenditure & Architecture Variance -76.3% Cost Reduction
Monolithic Baseline $4,500 100% Frontier
Tiered Operating Cost $1,066 Save $3,434 / mo
Blended Unit Cost $1.78 per 1M tokens
2028 5-Yr Cumulative $382K Cumulative Net Save
Active Request Routing Distribution Balanced 100%
Cache 35%
SLM 20%
Mid 30%
Frontier 15%
2024–2028 Compounding Annual Inference Budget Demand surge vs Hardware deflation
$1.2M $600K $300K $0 2024 2025 2026 2027 2028
Monolithic Frontier Cost Optimized Tiered Architecture Defended Margin
3. Service Level Telemetry 98.4% Acc
Inference Latency Profile
Percentile Monolithic Tiered Router Delta
p50 (Median) 1,250 ms 110 ms -91.2%
p95 (Tail) 1,800 ms 580 ms -67.7%
p99 (Peak) 2,950 ms 1,650 ms -44.1%
Task Accuracy Retention
Semantic Cache Revalidation 99.8%
Narrow Task Domain Precision 96.4%
Multi-Step Synthesis Reasoning 99.2%
4. Engineering Handoff
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