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 3.1 70B
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 MI300
needs 179 GB VRAM
Self-host monthly
24/7 on cheapest provider

API pricing — cheapest first

Monthly bill at 30,000,000 input + 15,000,000 output tokens.

Provider $/M in $/M out Monthly vs self-host
$0.4 $0.4 $18.0 Open →
$0.59 $0.79 $29.55 Open →
$0.88 $0.88 $39.6 Open →

Self-host on AMD MI300

Cheapest fitting GPU for Llama 3.1 70B at FP16.

Related tools