GPU comparison

RTX 4080 vs RTX PRO 6000

Specifications and current cloud pricing, side by side.

Ada LovelacevsBlackwellUpdated 34 days ago

The RTX PRO 6000 wins for the most common large model workloads because its 96 GB GDDR7 and 503.8 TFLOPS dense FP16 provide the capacity and throughput needed beyond the 16 GB and 97.5 TFLOPS dense FP16 limits of the RTX 4080.

RTX 4080 listed from $0.50/GPU/hrRTX PRO 6000 listed from $0.69/GPU/hr

Right now, from live stock

  • Cheapest right now: RTX PRO 6000 at $0.69/hr on RunPod

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  • Most providers in stock: RTX PRO 6000 (6)

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Specifications Compared

SpecRTX 4080RTX PRO 6000
TDP320W600W
VRAM16 GB96 GB
CUDA Cores9,72824,064
FP4 (dense)Not published2,015.2 TFLOPS
FP8 (dense)194.9 TFLOPS1,007.6 TFLOPS
Memory TypeGDDR6XGDDR7
ArchitectureAda LovelaceBlackwell
FP16 (dense)97.5 TFLOPS503.8 TFLOPS
Form FactorsPCIePCIe
INT8 (dense)389.9 TOPS1,007.6 TOPS
InterconnectPCIe 4.0PCIe 5.0
Tensor Cores304752
FP32 Performance48.7 TFLOPS126 TFLOPS
Memory Bandwidth717 GB/s1,792 GB/s
FP4 (with sparsity)Not published4,030.4 TFLOPS
FP8 (with sparsity)389.8 TFLOPS2,015.2 TFLOPS
FP16 (with sparsity)195 TFLOPS1,007.6 TFLOPS
INT8 (with sparsity)779.8 TOPS2,015.2 TOPS

Performance Analysis

The FP16 dense figure of 503.8 TFLOPS on the RTX PRO 6000 exceeds the 97.5 TFLOPS dense FP16 on the RTX 4080 by more than five times. This ratio extends to FP32 where the RTX PRO 6000 reaches 126 TFLOPS against 48.7 TFLOPS on the RTX 4080. Higher memory bandwidth of 1792 GB/s on the RTX PRO 6000 supports larger batch sizes during training and inference compared with 717 GB/s on the RTX 4080. When sparsity is applied the RTX PRO 6000 delivers 1007.6 TFLOPS FP16 with sparsity versus 195 TFLOPS FP16 with sparsity on the RTX 4080. These differences determine throughput for dense versus sparse workloads without mixing the two modes in any single comparison.

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 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.

RTX PRO 6000

ProviderRegionGPUsPer GPU / hrInstance / hrDeploy
RunPodglobal1$0.69—Deploy
Massed Computeus-central-94$2.19$8.76Deploy
QuantaCloudus-midwest-44$2.38$9.53Deploy
VERDAFIN-HEL1$2.40—Deploy
Vast.aiCzechia, CZ2$2.45$4.90Deploy

6 providers in stock, 14 offers (cheapest per provider shown). All RTX PRO 6000 offers, price history and alerts

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When to Choose the RTX 4080

The RTX 4080 fits scenarios that require lower power draw at 320W TDP and sufficient capacity with 16 GB GDDR6X. Workloads that stay within this memory limit and operate on PCIe 4.0 systems benefit from the 97.5 TFLOPS dense FP16 rating without exceeding thermal or power budgets of smaller deployments.

When to Choose the RTX PRO 6000

The RTX PRO 6000 suits applications that demand 96 GB GDDR7 and 1792 GB/s bandwidth along with 503.8 TFLOPS dense FP16. Large scale inference or training tasks that exceed 16 GB memory and require PCIe 5.0 interconnect gain from the 126 TFLOPS FP32 rating and 600W TDP envelope.

Use Cases

LLM Training
RTX PRO 6000

The RTX PRO 6000 supplies 96 GB GDDR7 and 503.8 TFLOPS dense FP16 which exceed the 16 GB and 97.5 TFLOPS dense FP16 of the RTX 4080.

LLM Inference
RTX PRO 6000

The RTX PRO 6000 provides 1792 GB/s bandwidth and 1007.6 TFLOPS FP8 dense for handling larger models than the 717 GB/s and 194.9 TFLOPS FP8 dense on the RTX 4080.

Fine-tuning
RTX PRO 6000

Stable Diffusion
RTX 4080

The RTX 4080 delivers 97.5 TFLOPS dense FP16 at 320W TDP which meets typical image generation needs without the 600W requirement of the RTX PRO 6000.

Scientific Computing
RTX PRO 6000

The RTX PRO 6000 achieves 126 TFLOPS FP32 and 1792 GB/s bandwidth which accelerate simulations past the 48.7 TFLOPS FP32 and 717 GB/s of the RTX 4080.

Frequently Asked Questions

What are the FP16 dense performance numbers?▾

The RTX 4080 lists 97.5 TFLOPS FP16 dense and the RTX PRO 6000 lists 503.8 TFLOPS FP16 dense.

Which GPU has higher memory bandwidth?▾

The RTX PRO 6000 reaches 1792 GB/s while the RTX 4080 reaches 717 GB/s.

What TDP values are listed for each model?▾

The RTX 4080 has a TDP of 320W and the RTX PRO 6000 has a TDP of 600W.

Do both GPUs support the same interconnect?▾

The RTX 4080 uses PCIe 4.0 and the RTX PRO 6000 uses PCIe 5.0.

What FP32 values appear in the specifications?▾

The RTX 4080 provides 48.7 TFLOPS FP32 and the RTX PRO 6000 provides 126 TFLOPS FP32.

Which is cheaper to rent, the RTX 4080 or the RTX PRO 6000?▾

Cloud rental prices for both the RTX 4080 and RTX PRO 6000 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 4080 have compared to the RTX PRO 6000?▾

The RTX 4080 has 16 GB of GDDR6X memory. The RTX PRO 6000 has 96 GB of GDDR7 memory.

Can I find RTX 4080 and RTX PRO 6000 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 4080 and the RTX PRO 6000?▾

The RTX 4080 uses the Ada Lovelace architecture (2022) while the RTX PRO 6000 uses Blackwell (2025). The RTX PRO 6000 delivers 5.2x the dense FP16 throughput (503.8 vs 97.5 TFLOPS, both without sparsity) and 2.5x the memory bandwidth of the RTX 4080.

Rent these GPUs

Each GPU page lists every current on-demand offer by provider, per GPU-hour, updated every minute.

Related comparisons

How this page is made

  • Specifications come from the NVIDIA, AMD and Intel datasheets for the RTX 4080 and the RTX PRO 6000. 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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