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Ada L40S vs Ampere A100 SXM4

Complete side-by-side comparison of specs, performance, memory, power efficiency, and pricing.

NVIDIA

Ada L40S

53

Spec Wins

NVIDIA

Ampere A100 SXM4

61

Detailed Specifications

SpecAda L40SAmpere A100 SXM4
ArchitectureAda Lovelace Ampere
Memory48GB GDDR6 80GB HBM2e
Memory Bandwidth864 GB/s 2,039 GB/s
FP16 TFLOPS183 312
FP8 TFLOPS733 0
BF16 TFLOPS733 624
INT8 TOPS1,466 1,248
TDP350W 400W
InterconnectPCIe Gen4 x16 (0 GB/s) NVLink 3.0 (600 GB/s) (600 GB/s)
Perf Score53 61
EcosystemCUDA CUDA
Est. Price$8,000 $12,000

Ada L40S — Best For

InferenceVideo AI

Ampere A100 SXM4 — Best For

TrainingFine-tuning

Who Should Choose Each GPU?

Choose Ada L40S if you…

  • Need maximum CUDA/TensorRT/vLLM ecosystem compatibility
  • Prioritize raw FP8 throughput (733 vs 0 TFLOPS)
  • Have power-constrained data centers (350W vs 400W TDP)
  • Working with a tighter CapEx budget (lower list price)
  • Running Inference workloads
  • Running Video AI workloads

Choose Ampere A100 SXM4 if you…

  • Need maximum CUDA/TensorRT/vLLM ecosystem compatibility
  • Need more VRAM (80GB vs 48GB) for large model inference
  • Running Training workloads
  • Running Fine-tuning workloads

Verdict

The Ada L40S and Ampere A100 SXM4 target different priorities. The Ampere A100 SXM4's 80GB of HBM2e gives it a clear edge for large-model inference where fitting the full model in VRAM eliminates quantization overhead. For training throughput, the Ada L40S's 733 FP8 TFLOPS outpaces the Ampere A100 SXM4's 0 TFLOPS. Both GPUs use CUDA, so ecosystem switching cost is not a factor. Use our TCO Calculator to model the full 3-year cost difference for your specific utilization and power costs.

Ada L40S vs Ampere A100 SXM4: Common Questions

Which is faster, Ada L40S or Ampere A100 SXM4?+

In FP8 throughput, the Ada L40S leads with 733 TFLOPS vs 0 TFLOPS. For LLM inference, memory capacity and bandwidth often matter more than raw TFLOPS — the Ampere A100 SXM4 has more VRAM (80GB).

Is Ada L40S or Ampere A100 SXM4 better for LLM training?+

For LLM training at scale, the Ada L40S has higher raw throughput. However, the choice also depends on your software stack: Ada L40S offers CUDA compatibility with the widest framework support (PyTorch, JAX, TensorRT).

What is the price difference between Ada L40S and Ampere A100 SXM4?+

The Ada L40S is estimated at $8,000 per unit and the Ampere A100 SXM4 at $12,000. Actual pricing varies by vendor, volume, and configuration. Check our Buy page for current reseller pricing.

Which GPU is more power efficient, Ada L40S or Ampere A100 SXM4?+

The Ada L40S has a lower TDP (350W vs 400W). Performance-per-watt depends on your workload — for FP8 inference, divide TFLOPS by TDP: Ada L40S = 2.1 TFLOPS/W vs Ampere A100 SXM4 = 0.0 TFLOPS/W.

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