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LLM FinOps & Self-Hosting Breakeven Modeler

Decompose your monthly inference bill, simulate the four FinOps gateway levers, and find the exact month a dedicated vLLM GPU cluster pays back its deployment sprint.

Status Quo API (24-Mo)

$1,933,341

$28,958/mo in Month 1

FinOps Gateway Savings

$1,216,578

-63% immediate unit-cost drop

Sovereign vLLM Net Savings

-$2,696,540

Includes $42,000 deployment sprint

Self-Hosting Breakeven

> 24 Months

FinOps Gateway wins on pure cost

01 / Workload & 2026 Model Parameters

$3.00 / 1M input | $15.00 / 1M output (supersedes deprecated Claude 3.5 Sonnet)

Daily Requests65,000 / day
Input Tokens/Req2,200
Output Tokens/Req550
Monthly Volume Growth8% / mo
02 / FinOps Gateway Levers
Small-Model Cascade Routing55% routed
Prefix & Semantic Cache Hit Rate35% hit
Prompt & Output Cap Discipline-20% waste
03 / Sovereign vLLM Cluster (EKS / Bare-Metal)

Qwen3.8 / Llama-4-Maverick / DeepSeek V4 FP8 with PagedAttention

24-Month Cumulative TCO Trajectory

Where dedicated GPUs cross the commercial API curve

Status Quo APIFinOps HybridSovereign vLLM
$0k$1.2M$2.3M$3.5M$4.6MM1M6M12M18M24

The AI Cost Iceberg

Side-by-Side Architecture & Data-Boundary Comparison

DimensionStatus Quo APIFinOps GatewaySovereign vLLM
Month-1 Run Rate$28,958$10,736$68,479
Month-24 Monthly Rate$170,023$63,034$399,493
Upfront Engineering / CapEx$0$15,000 Sprint$42,000 Sprint
24-Month Cumulative TCO$1,933,341$716,762$4,629,881
Sovereignty Ladder RungRung 1-2 (Contract)Rung 3 (Gateway)Rung 4-5 (Weights)

Board-Ready Financial Artifact

Take this model into your architecture review.

Export the 24-month cash flow schedule to CSV, copy the executive brief, or book a 30-minute FinOps review to validate against your real telemetry.

Book a free assessment