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A10 vs Ada L40S

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

NVIDIA

A10

10

Spec Wins

NVIDIA

Ada L40S

53

Detailed Specifications

SpecA10Ada L40S
ArchitectureAmpere (GA102) Ada Lovelace
Memory24GB GDDR6 48GB GDDR6
Memory Bandwidth600 GB/s 864 GB/s
FP16 TFLOPS125 183
FP8 TFLOPS0 733
BF16 TFLOPS125 733
INT8 TOPS250 1,466
TDP150W 350W
InterconnectPCIe Gen 4 ×16 (0 GB/s) PCIe Gen4 x16 (0 GB/s)
Perf Score10 53
EcosystemCUDA CUDA
Est. Price$4,000 $8,000

A10 — Best For

Inference ServingFine-TuningVirtual Desktops

Ada L40S — Best For

InferenceVideo AI

Who Should Choose Each GPU?

Choose A10 if you…

  • Need maximum CUDA/TensorRT/vLLM ecosystem compatibility
  • Have power-constrained data centers (150W vs 350W TDP)
  • Working with a tighter CapEx budget (lower list price)
  • Running Inference Serving workloads
  • Running Fine-Tuning workloads
  • Running Virtual Desktops workloads

Choose Ada L40S if you…

  • Need maximum CUDA/TensorRT/vLLM ecosystem compatibility
  • Need more VRAM (48GB vs 24GB) for large model inference
  • Prioritize raw FP8 throughput (733 vs 0 TFLOPS)
  • Running Inference workloads
  • Running Video AI workloads

Verdict

The A10 and Ada L40S target different priorities. The Ada L40S's 48GB of GDDR6 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 A10'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.

A10 vs Ada L40S: Common Questions

Which is faster, A10 or Ada L40S?+

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 Ada L40S has more VRAM (48GB).

Is A10 or Ada L40S 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: A10 offers CUDA compatibility with the widest framework support (PyTorch, JAX, TensorRT).

What is the price difference between A10 and Ada L40S?+

The A10 is estimated at $4,000 per unit and the Ada L40S at $8,000. Actual pricing varies by vendor, volume, and configuration. Check our Buy page for current reseller pricing.

Which GPU is more power efficient, A10 or Ada L40S?+

The A10 has a lower TDP (150W vs 350W). Performance-per-watt depends on your workload — for FP8 inference, divide TFLOPS by TDP: A10 = 0.0 TFLOPS/W vs Ada L40S = 2.1 TFLOPS/W.

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