GPU comparison

Quadro RTX 8000 vs RTX 5090

Specifications and current cloud pricing, side by side.

TuringvsBlackwellUpdated 34 days ago

The RTX 5090 wins for the most common use case of LLM training and inference because its 209.5 TFLOPS dense FP16 exceeds the 130.5 TFLOPS dense FP16 on the Quadro RTX 8000 while delivering 104.8 TFLOPS FP32 against 16.3 TFLOPS FP32.

RTX 5090 listed from $0.76/GPU/hr

Right now, from live stock

  • Cheapest right now: RTX 5090 at $0.76/hr on Vast.ai

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  • Most providers in stock: RTX 5090 (3)

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Specifications Compared

SpecQuadro RTX 8000RTX 5090
TDP260W575W
VRAM48 GB32 GB
CUDA Cores4,60821,760
FP4 (dense)Not published1,676 TFLOPS
FP8 (dense)Not published419 TFLOPS
Memory TypeGDDR6GDDR7
ArchitectureTuringBlackwell
FP16 (dense)130.5 TFLOPS209.5 TFLOPS
Form FactorsPCIePCIe
INT8 (dense)Not published838 TOPS
InterconnectNVLink, PCIe 3.0PCIe 5.0
Tensor Cores576680
FP32 Performance16.3 TFLOPS104.8 TFLOPS
FP64 PerformanceNot published1.6 TFLOPS
Memory Bandwidth672 GB/s1,792 GB/s
FP4 (with sparsity)Not published3,352 TFLOPS
FP8 (with sparsity)Not published838 TFLOPS
FP16 (with sparsity)Not published419 TFLOPS
INT8 (with sparsity)Not published1,676 TOPS

Performance Analysis

The dense FP16 figure of 130.5 TFLOPS on the Quadro RTX 8000 versus 209.5 TFLOPS dense FP16 on the RTX 5090 indicates the RTX 5090 processes more operations per second in training and inference workloads that rely on dense FP16 computation. The FP32 rating of 16.3 TFLOPS on the Quadro RTX 8000 compared with 104.8 TFLOPS FP32 on the RTX 5090 shows a similar advantage for the RTX 5090 in precision sensitive tasks. Memory bandwidth of 672 GB/s on the Quadro RTX 8000 against 1792 GB/s on the RTX 5090 allows the RTX 5090 to support larger batch sizes during data movement. The 48 GB VRAM capacity on the Quadro RTX 8000 exceeds the 32 GB on the RTX 5090 and can accommodate larger models when capacity limits batch size before bandwidth does.

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.

Quadro RTX 8000

Quadro RTX 8000 is not offered on-demand by any provider we track right now. See the Quadro RTX 8000 rental page for last-seen listed prices and a price alert.

RTX 5090

ProviderRegionGPUsPer GPU / hrInstance / hrDeploy
Vast.aiUnited Kingdom, GB8$0.76$6.08Deploy
RunPodglobal1$1.19—Deploy
LeaderGPUThe Netherlands1$2.29—Deploy

3 providers in stock, 9 offers (cheapest per provider shown). All RTX 5090 offers, price history and alerts

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When to Choose the Quadro RTX 8000

The Quadro RTX 8000 suits workloads that require the 48 GB VRAM capacity for models that exceed 32 GB. Its 260W TDP fits environments with strict power limits compared to the 575W TDP of the RTX 5090. The NVLink interconnect supports multi GPU scaling where the Quadro RTX 8000 configuration is already deployed.

When to Choose the RTX 5090

Its 1792 GB/s memory bandwidth supports higher throughput when data movement constrains performance over the 672 GB/s on the Quadro RTX 8000. Newer PCIe 5.0 interconnect matches systems that require the latest host interface.

Use Cases

LLM Training
RTX 5090

The RTX 5090 delivers 209.5 TFLOPS dense FP16 compared with 130.5 TFLOPS dense FP16 on the Quadro RTX 8000.

LLM Inference
RTX 5090

The RTX 5090 provides 209.5 TFLOPS dense FP16 and 1792 GB/s bandwidth versus 130.5 TFLOPS dense FP16 and 672 GB/s on the Quadro RTX 8000.

Fine-tuning
Quadro RTX 8000

The Quadro RTX 8000 supplies 48 GB VRAM which exceeds the 32 GB VRAM on the RTX 5090 for larger model states.

Stable Diffusion
RTX 5090

Scientific Computing
Quadro RTX 8000

The Quadro RTX 8000 operates at 260W TDP which is lower than the 575W TDP of the RTX 5090 in sustained runs.

Frequently Asked Questions

What are the dense FP16 ratings?▾

The Quadro RTX 8000 lists 130.5 TFLOPS dense FP16 and the RTX 5090 lists 209.5 TFLOPS dense FP16.

What FP32 performance is published?▾

The Quadro RTX 8000 reaches 16.3 TFLOPS FP32 while the RTX 5090 reaches 104.8 TFLOPS FP32.

How do the memory bandwidth numbers compare?▾

The Quadro RTX 8000 has 672 GB/s bandwidth and the RTX 5090 has 1792 GB/s bandwidth.

What TDP values are listed for each card?▾

The Quadro RTX 8000 TDP is 260W and the RTX 5090 TDP is 575W.

Which interconnects are supported?▾

The Quadro RTX 8000 supports NVLink and PCIe 3.0 while the RTX 5090 supports PCIe 5.0.

Which is cheaper to rent, the Quadro RTX 8000 or the RTX 5090?▾

Cloud rental prices for both the Quadro RTX 8000 and RTX 5090 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 Quadro RTX 8000 have compared to the RTX 5090?▾

The Quadro RTX 8000 has 48 GB of GDDR6 memory. The RTX 5090 has 32 GB of GDDR7 memory.

Can I find Quadro RTX 8000 and RTX 5090 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 Quadro RTX 8000 and the RTX 5090?▾

The Quadro RTX 8000 uses the Turing architecture (2018) while the RTX 5090 uses Blackwell (2025). The RTX 5090 delivers 1.6x the dense FP16 throughput (209.5 vs 130.5 TFLOPS, both without sparsity) and 2.7x the memory bandwidth of the Quadro RTX 8000.

Rent these GPUs

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Related comparisons

How this page is made

  • Specifications come from the NVIDIA, AMD and Intel datasheets for the Quadro RTX 8000 and the RTX 5090. 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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