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NVIDIA T4 vs Ada L40S

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

NVIDIA

NVIDIA T4

5

Spec Wins

NVIDIA

Ada L40S

53

Detailed Specifications

SpecNVIDIA T4Ada L40S
ArchitectureTuring (TU104) Ada Lovelace
Memory16GB GDDR6 48GB GDDR6
Memory Bandwidth320 GB/s 864 GB/s
FP16 TFLOPS65 183
FP8 TFLOPS0 733
BF16 TFLOPS0 733
INT8 TOPS130 1,466
TDP70W 350W
InterconnectPCIe Gen 3 ×16 (0 GB/s) PCIe Gen4 x16 (0 GB/s)
Perf Score5 53
EcosystemCUDA CUDA
Est. Price$2,000 $8,000

NVIDIA T4 — Best For

Budget InferenceNLP ServingHigh-Density GPU Farms

Ada L40S — Best For

InferenceVideo AI

Who Should Choose Each GPU?

Choose NVIDIA T4 if you…

  • Need maximum CUDA/TensorRT/vLLM ecosystem compatibility
  • Have power-constrained data centers (70W vs 350W TDP)
  • Working with a tighter CapEx budget (lower list price)
  • Running Budget Inference workloads
  • Running NLP Serving workloads
  • Running High-Density GPU Farms workloads

Choose Ada L40S if you…

  • Need maximum CUDA/TensorRT/vLLM ecosystem compatibility
  • Need more VRAM (48GB vs 16GB) for large model inference
  • Prioritize raw FP8 throughput (733 vs 0 TFLOPS)
  • Running Inference workloads
  • Running Video AI workloads

Verdict

The NVIDIA T4 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 NVIDIA T4'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.

NVIDIA T4 vs Ada L40S: Common Questions

Which is faster, NVIDIA T4 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 NVIDIA T4 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: NVIDIA T4 offers CUDA compatibility with the widest framework support (PyTorch, JAX, TensorRT).

What is the price difference between NVIDIA T4 and Ada L40S?+

The NVIDIA T4 is estimated at $2,000 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, NVIDIA T4 or Ada L40S?+

The NVIDIA T4 has a lower TDP (70W vs 350W). Performance-per-watt depends on your workload — for FP8 inference, divide TFLOPS by TDP: NVIDIA T4 = 0.0 TFLOPS/W vs Ada L40S = 2.1 TFLOPS/W.

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