H200 vs A100 80GB

Detailed comparison of specifications, performance, and pricing between NVIDIA H200 SXM and NVIDIA A100 80GB SXM

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Overall Winner
H200
Wins 5 of 7 categories
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Performance Leader
H200
2.0k TFLOPS (+534%)
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Price Leader
A100 80GB
$$12k (217% cheaper)
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Best Value ($/TFLOPS)
H200
$19/TFLOPS
The H200 is 534% faster, but the A100 80GB is 217% cheaper.

Difference Analysis

Metric
H200
Difference
A100 80GB
Tensor TFLOPS
2.0k
+534%
312.0
VRAM
141GB
+76%
80GB
Memory Bandwidth
4.8 TB/s
+135%
2.0 TB/s
Hardware Price
$$38k
+217%
$$12k
Cloud Price/hr
$2.30
+100%
$1.15

Full Specifications

Specification H200 A100 80GB AMD Instinct MI300A
Brand NVIDIA NVIDIA AMD
Series Data Center Data Center Data Center
Architecture Hopper Ampere CDNA 3
VRAM 141GB 80GB 128GB
VRAM Type HBM3e HBM2e HBM3
Memory Bandwidth 4.8 TB/s 2.0 TB/s 5.3 TB/s
FP16 TFLOPS 134.0 78.0 980.0
Tensor TFLOPS 2.0k 312.0 2.0k
TDP 700W 400W 760W
Form Factor SXM SXM -
Hardware Price $$38k $$12k -
Cloud Price (min) $2.30/hr $1.15/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: H200
Best performance per dollar
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On a Budget

Get the most capability for your money.

Recommended: A100 80GB
$$12k ยท 217% cheaper
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For Cloud Rental

Minimize hourly costs for cloud workloads.

Recommended: A100 80GB
From $1.15/hr

H200 vs A100 80GB FAQ

It depends on your use case. The H200 offers 534% better performance (2.0k vs 312.0 TFLOPS). However, the A100 80GB is 217% cheaper. For raw performance, choose H200. For value, consider your budget and workload requirements.

The H200 has more VRAM with 141GB compared to 80GB (76% 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 80GB, the cheaper option may be more cost-effective.

The A100 80GB is 217% cheaper at $$12k vs $$38k. When considering performance per dollar, evaluate your specific workload requirements to determine the best value.

Upgrading to H200 would give you 534% more performance and 76% more VRAM. The upgrade cost difference is approximately $$26k. Consider if your workloads are bottlenecked by current GPU capabilities.