GPU comparison

RTX 4000 Ada vs RTX 4080

Specifications and current cloud pricing, side by side.

Ada LovelacevsAda LovelaceUpdated 34 days ago

The RTX 4080 wins for the most common use case of FP32 and dense FP8 workloads because its 48.7 TFLOPS FP32 and 194.9 TFLOPS dense FP8 exceed the corresponding figures available on the RTX 4000 Ada Generation.

RTX 4000 Ada listed from $0.28/GPU/hrRTX 4080 listed from $0.50/GPU/hr

Specifications Compared

SpecRTX 4000 AdaRTX 4080
TDP130W320W
VRAM20 GB16 GB
CUDA Cores6,1449,728
FP8 (dense)Not published194.9 TFLOPS
Memory TypeGDDR6GDDR6X
ArchitectureAda LovelaceAda Lovelace
FP16 (dense)Not published97.5 TFLOPS
Form FactorsPCIePCIe
INT8 (dense)Not published389.9 TOPS
InterconnectPCIe 4.0PCIe 4.0
Tensor Cores192304
FP32 Performance26.7 TFLOPS48.7 TFLOPS
Memory Bandwidth360 GB/s717 GB/s
FP8 (with sparsity)427.6 TFLOPS389.8 TFLOPS
FP16 (with sparsity)Not published195 TFLOPS
INT8 (with sparsity)Not published779.8 TOPS

Performance Analysis

The RTX 4000 Ada Generation delivers 26.7 TFLOPS in FP32 while the RTX 4080 delivers 48.7 TFLOPS in FP32. The RTX 4080 also provides 194.9 TFLOPS dense FP8 and 389.8 TFLOPS with sparsity FP8 whereas the RTX 4000 Ada Generation provides 427.6 TFLOPS with sparsity FP8. Memory bandwidth of 717 GB/s on the RTX 4080 versus 360 GB/s on the RTX 4000 Ada Generation supports larger batch sizes in memory bound workloads. The FP32 difference indicates the RTX 4080 sustains higher throughput in single precision tasks than the RTX 4000 Ada Generation.

Current On-Demand Offers

Cheapest secure on-demand offer per provider that is reported in stock right now, per GPU per hour; multi-GPU instances show the whole-instance price alongside. Deploy opens the DeployGPU console for providers on the platform, otherwise the provider's own site. Stock is rechecked every minute.

RTX 4000 Ada

RTX 4000 Ada is not offered on-demand by any provider we track right now. See the RTX 4000 Ada rental page for last-seen listed prices and a price alert.

RTX 4080

RTX 4080 is not offered on-demand by any provider we track right now. See the RTX 4080 rental page for last-seen listed prices and a price alert.

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When to Choose the RTX 4000 Ada

The RTX 4000 Ada Generation suits deployments limited to 130W power envelopes where 20 GB GDDR6 memory exceeds the 16 GB capacity of the alternative. Workloads that fit within the 360 GB/s bandwidth and require the 427.6 TFLOPS with sparsity FP8 figure benefit from this configuration.

When to Choose the RTX 4080

The RTX 4080 suits deployments that require 48.7 TFLOPS FP32 or 194.9 TFLOPS dense FP8 performance and can accommodate a 320W TDP.

Use Cases

LLM Training
RTX 4080

The RTX 4080 supplies 48.7 TFLOPS FP32 compared with 26.7 TFLOPS FP32 on the RTX 4000 Ada Generation.

LLM Inference
RTX 4080

The RTX 4080 supplies 194.9 TFLOPS dense FP8 while the RTX 4000 Ada Generation supplies 427.6 TFLOPS with sparsity FP8 only.

Fine-tuning
Either

Stable Diffusion
RTX 4080

The RTX 4080 supplies 717 GB/s bandwidth versus 360 GB/s on the RTX 4000 Ada Generation.

Scientific Computing
RTX 4080

The RTX 4080 supplies 48.7 TFLOPS FP32 versus 26.7 TFLOPS FP32 on the RTX 4000 Ada Generation.

Frequently Asked Questions

What is the FP32 performance difference between these GPUs?▾

The RTX 4000 Ada Generation lists 26.7 TFLOPS FP32 and the RTX 4080 lists 48.7 TFLOPS FP32.

What TDP values appear in the specifications?▾

The RTX 4000 Ada Generation carries a 130W TDP and the RTX 4080 carries a 320W TDP.

Which GPU offers higher memory bandwidth?▾

The RTX 4080 lists 717 GB/s memory bandwidth while the RTX 4000 Ada Generation lists 360 GB/s.

Are FP8 figures listed with sparsity or dense?▾

The RTX 4000 Ada Generation lists 427.6 TFLOPS with sparsity FP8 and the RTX 4080 lists both 194.9 TFLOPS dense FP8 and 389.8 TFLOPS with sparsity FP8.

Do both GPUs use the same interconnect?▾

Both the RTX 4000 Ada Generation and the RTX 4080 use PCIe 4.0 interconnect.

Which is cheaper to rent, the RTX 4000 Ada or the RTX 4080?▾

Cloud rental prices for both the RTX 4000 Ada and RTX 4080 vary by provider, configuration, and availability. This page shows live pricing from 25+ providers updated every 60 seconds. Scroll to the Live Cloud Pricing section to compare current rates.

How much VRAM does the RTX 4000 Ada have compared to the RTX 4080?▾

The RTX 4000 Ada has 20 GB of GDDR6 memory. The RTX 4080 has 16 GB of GDDR6X memory.

Can I find RTX 4000 Ada and RTX 4080 GPUs available to rent right now?▾

Yes. This page shows real-time availability across 25+ cloud GPU providers. The Live Cloud Pricing section displays only in-stock offers with current pricing.

What is the main difference between the RTX 4000 Ada and the RTX 4080?▾

The RTX 4000 Ada uses the Ada Lovelace architecture (2023) while the RTX 4080 uses Ada Lovelace (2022). The RTX 4000 Ada has 20 GB of GDDR6 at 360 GB/s; the RTX 4080 has 16 GB of GDDR6X at 717 GB/s, so the RTX 4080 has 2.0x the memory bandwidth of the RTX 4000 Ada.

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Related comparisons

How this page is made

  • Specifications come from the NVIDIA, AMD and Intel datasheets for the RTX 4000 Ada and the RTX 4080. Dense and sparse throughput are listed separately.
  • Prices and availability are live: every offer shown is an in-stock, on-demand listing from a provider we track, rechecked every minute.
  • The written comparison (overview, performance notes, when to choose each card, verdict, use cases and FAQ) was drafted with an AI model from the specification table above and passed an automated check that rejects any figure not in that table. It was last generated on . It contains no prices; those are always read live.
  • Read how we collect the data, or report an error on this page.

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