Tool · Run a model

Self-host vs API — at what volume does renting a GPU win?

Open-weight models can run on rented GPUs (~$1–$4/hr for an A100 / H100) or via per-token APIs. Plug in your numbers; we'll show the breakeven curve.

Qwen2.5 32B
10,000 100,000,000
10,000 100,000,000
Monthly input tokens
30,000,000
@ 1,000,000/day
Monthly output tokens
15,000,000
@ 500,000/day
Self-host GPU
Nvidia GH200
needs 82 GB VRAM
Self-host monthly
$1,648
24/7 on cheapest provider

Self-host on Nvidia GH200

Cheapest fitting GPU for Qwen2.5 32B at FP16. Live at Lambda Labs at $2.29/hr → $1,648/month at 24/7 utilisation.

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