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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 Maverick Instruct (17Bx128E) FP8
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 A16
needs 63 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
DeepInfra
$0.15 $0.6 $13.5 — Open →
Together AI
$0.27 $0.85 $20.85 — Open →

Self-host on Nvidia A16

Cheapest fitting GPU for Llama 4 Maverick Instruct (17Bx128E) FP8 at FP16.

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