H200 vs L4

Detailed comparison of specifications, performance, and pricing between NVIDIA H200 SXM and NVIDIA L4

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Overall Winner
L4
Wins 4 of 7 categories
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Performance Leader
H200
2.0k TFLOPS (+718%)
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Price Leader
L4
$$2.8k (1257% cheaper)
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Best Value ($/TFLOPS)
L4
$12/TFLOPS
The H200 is 718% faster, but the L4 is 1257% cheaper.

Difference Analysis

Metric
H200
Difference
L4
Tensor TFLOPS
2.0k
+718%
242.0
VRAM
141GB
+488%
24GB
Memory Bandwidth
4.8 TB/s
+1500%
300 GB/s
Hardware Price
$$38k
+1257%
$$2.8k
Cloud Price/hr
$2.30
+490%
$0.390

Full Specifications

Specification H200 L4 AMD Radeon RX 7900 XTX
Brand NVIDIA NVIDIA AMD
Series Data Center Data Center Consumer
Architecture Hopper Ada Lovelace RDNA 3
VRAM 141GB 24GB 24GB
VRAM Type HBM3e GDDR6 GDDR6
Memory Bandwidth 4.8 TB/s 300 GB/s 960 GB/s
FP16 TFLOPS 134.0 60.6 122.0
Tensor TFLOPS 2.0k 242.0 -
TDP 700W 72W 355W
Form Factor SXM PCIe -
Hardware Price $$38k $$2.8k -
Cloud Price (min) $2.30/hr $0.390/hr -

Which Should You Choose?

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For AI Training

Large model training needs maximum VRAM and memory bandwidth.

Recommended: H200
141GB VRAM ยท 4.8 TB/s
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For AI Inference

Inference prioritizes throughput and cost efficiency.

Recommended: L4
Best performance per dollar
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On a Budget

Get the most capability for your money.

Recommended: L4
$$2.8k ยท 1257% cheaper
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For Cloud Rental

Minimize hourly costs for cloud workloads.

Recommended: L4
From $0.390/hr

H200 vs L4 FAQ

It depends on your use case. The H200 offers 718% better performance (2.0k vs 242.0 TFLOPS). However, the L4 is 1257% cheaper. For raw performance, choose H200. For value, consider your budget and workload requirements.

The H200 has more VRAM with 141GB compared to 24GB (488% more). More VRAM is crucial for training large models and running inference on bigger batch sizes.

For AI training, the H200 is generally better due to its larger VRAM (141GB). Large language models and deep learning workloads benefit significantly from more memory. However, if your models fit in 24GB, the cheaper option may be more cost-effective.

The L4 is 1257% cheaper at $$2.8k vs $$38k. When considering performance per dollar, evaluate your specific workload requirements to determine the best value.

Upgrading to H200 would give you 718% more performance and 488% more VRAM. The upgrade cost difference is approximately $$35k. Consider if your workloads are bottlenecked by current GPU capabilities.