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.

Llama 4 Scout 17B 16E Instruct Fp8 Lora
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
AMD MI325
needs 255 GB VRAM
Self-host monthly
24/7 on cheapest provider

Self-host on AMD MI325

Cheapest fitting GPU for Llama 4 Scout 17B 16E Instruct Fp8 Lora at FP16.

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