Hardware comparison / GPU versus GPU

RTX 4090 vs H200

Understand the hardware trade-offs before comparing provider configurations. This page compares GPU models, not cloud SKUs or availability.

Hardware facts

Per GPU

RTX 4090 PCIe

24 GB GDDR6X

Read GPU guide

H200 SXM

141 GB HBM3e

Read GPU guide
Exact variant
NVIDIA GeForce RTX 4090 24GB
NVIDIA H200 SXM 141GB
Architecture
Ada Lovelace
Hopper
GPU memory
24 GB GDDR6X
141 GB HBM3e
Memory bandwidth
Not confirmed
4,800 GB/s theoretical
Hardware notes
Consumer GPU. Capacity alone is not proof a model or production workload will fit.
H200 NVL is a distinct PCIe variant and is not merged with SXM.
Performance for your model
Not benchmarked. Test your precision, batch size, sequence length and runtime.
Not benchmarked. Test your precision, batch size, sequence length and runtime.
Cloud configuration price
Choose a provider configuration. Hardware memory alone does not determine the bill.
Choose a provider configuration. Hardware memory alone does not determine the bill.
Official evidence
Hardware source ↗

Reviewed 11/10/2026 · verified

Hardware source ↗

Reviewed 11/10/2026 · verified

More memory is useful when your workload needs it.

It does not by itself prove a lower monthly cost, higher tokens per second or a better result. Include model memory, context, batch size and measured performance in your decision.