AI comparison report

NVIDIA L40 vs NVIDIA RTX PRO 6000 Blackwell

For maximum AI compute and memory, choose the NVIDIA RTX PRO 6000 Blackwell; for power-efficient data center deployment, choose the NVIDIA L40.

Who wins: NVIDIA L40 or NVIDIA RTX PRO 6000 Blackwell?

Choose the NVIDIA RTX PRO 6000 Blackwell first if your workloads demand maximum compute, memory, and bandwidth; choose the NVIDIA L40 first when power efficiency and a passive data center form factor are paramount.

Based on our analysis across 5 dimensions with 20 sources, NVIDIA L40 scores 6.2/10 overall while NVIDIA RTX PRO 6000 Blackwell scores 8.4/10 overall.

DimensionNVIDIA L40NVIDIA RTX PRO 6000 Blackwell
Architecture and Generation6/109/10
Memory Capacity and Bandwidth5/1010/10
Power Consumption and Form Factor8/105/10
Compute and AI Performance6/109/10
Interface and Virtualization Features6/109/10
Overall6.2/108.4/10

Should I choose NVIDIA L40 or NVIDIA RTX PRO 6000 Blackwell?

Verdict: Choose the NVIDIA RTX PRO 6000 Blackwell first if your workloads demand maximum compute, memory, and bandwidth; choose the NVIDIA L40 first when power efficiency and a passive data center form factor are paramount.

For maximum AI compute and memory, choose the NVIDIA RTX PRO 6000 Blackwell; for power-efficient data center deployment, choose the NVIDIA L40.

The RTX PRO 6000 Blackwell is the clear performance leader: it features 24,064 CUDA cores (32% more than the L40's 18,176), 96 GB GDDR7 memory at 1.8 TB/s (double the L40's 48 GB GDDR6 at 864 GB/s), and 4,000 TOPS AI performance vs the L40's 362 TFLOPS FP8. It also adds PCIe 5.0, DisplayPort 2.1, and MIG, making it superior for AI training, memory-intensive rendering, and multi-instance workloads. However, the L40 consumes only 300W vs 600W, is passively cooled for server racks, and supports vGPU, making it the better choice for dense data centers and power-constrained environments. So the RTX PRO 6000 Blackwell should be chosen first for compute-heavy professional and AI tasks, while the L40 is preferred when power efficiency and server form factor are the top priorities.

Best for NVIDIA L40

  • Dense data center deployments requiring passive cooling
  • Power-constrained environments with 300W budget
  • Server racks needing low per-GPU power draw
  • Energy-efficient AI inference workloads
  • Graphics rendering in data center without display output
  • Virtualized multi-user setups using vGPU
  • Deployments with PCIe 4.0 infrastructure
  • Cost-sensitive scenarios with lower power and cooling costs
  • High-density GPU clusters with limited thermal capacity
  • Always-on inference services prioritizing efficiency
  • Environments with no need for display outputs
  • Legacy data center integrations with passive GPU form factor

Best for NVIDIA RTX PRO 6000 Blackwell

  • AI training and inference with FP4 support
  • Large-scale machine learning models exceeding 48 GB memory
  • High-bandwidth workloads needing 1.8 TB/s memory
  • Professional workstation use with DisplayPort 2.1 outputs
  • Multi-instance GPU partitioning with MIG technology
  • Future-proofing with Blackwell architecture and PCIe 5.0
  • Compute-intensive scientific computing and simulation
  • High-resolution rendering with 96 GB GDDR7 memory
  • Real-time ray tracing with advanced tensor cores
  • Data-intensive tasks requiring 24,064 CUDA cores
  • Workloads demanding 4,000 TOPS AI performance
  • Combined AI, rendering, and visualization in a workstation

When not to compare directly

Do not compare directly when your deployment is constrained by server power/cooling or need a passive data center card: the L40 is a 300W server accelerator while the RTX PRO 6000 is a 600W active-cooled workstation card, so they serve fundamentally different physical environments.

What are the key differences between NVIDIA L40 and NVIDIA RTX PRO 6000 Blackwell?

  • Architecture and Generation

    The NVIDIA L40 uses the older Ada Lovelace architecture with 18,176 CUDA cores, while the NVIDIA RTX PRO 6000 Blackwell uses the newer Blackwell architecture with 24,064 CUDA cores, a 32% increase in core count and a newer feature set.

    NVIDIA L40: The NVIDIA L40 is a data center GPU based on the Ada Lovelace architecture, featuring 48 GB GDDR6 ECC memory and 300W power consumption. It is designed for high-performance visual computing, AI inference, and graphics rendering, with 18,176 CUDA cores and 1,000 TFLOPS of AI performance (per source [1]).

    NVIDIA RTX PRO 6000 Blackwell: The NVIDIA RTX PRO 6000 Blackwell is a flagship professional workstation GPU built on the newer Blackwell architecture, featuring 24,064 CUDA cores, 96 GB of GDDR7 ECC memory, and 4,000 TOPS AI performance (per source [4]). It is designed for AI, rendering, and scientific computing, with a 600W power consumption.

    Scores — NVIDIA L40: 6/10, NVIDIA RTX PRO 6000 Blackwell: 9/10

    The GPU architecture determines microarchitecture features, software support, and overall performance capabilities. L40 uses Ada Lovelace, while RTX PRO 6000 uses the newer Blackwell architecture.

    Sources: L40S GPU for AI and Graphics Performance NVIDIA, 英伟达推出 RTX PRO 6000 系列 Blackwell 专业卡:最高 24064 核心、96GB 显存、600W - IT之家

  • Memory Capacity and Bandwidth

    The NVIDIA RTX PRO 6000 Blackwell offers double the memory capacity (96 GB vs 48 GB) and more than double the bandwidth (1.8 TB/s vs 864 GB/s) compared to the NVIDIA L40, making it significantly more suitable for memory-intensive workloads.

    NVIDIA L40: The NVIDIA L40 features 48 GB of GDDR6 ECC memory with a memory bandwidth of 864 GB/s, as specified in its datasheet.

    NVIDIA RTX PRO 6000 Blackwell: The NVIDIA RTX PRO 6000 Blackwell features 96 GB of GDDR7 ECC memory with a memory bandwidth of 1.8 TB/s, as reported by IT之家 and other sources.

    Scores — NVIDIA L40: 5/10, NVIDIA RTX PRO 6000 Blackwell: 10/10

    Memory size and bandwidth are critical for large datasets, high-resolution rendering, and AI model training. L40 offers 48GB GDDR6 at 864 GB/s; RTX PRO 6000 offers 96GB GDDR7 at 1.8 TB/s.

    Sources: 英伟达推出 RTX PRO 6000 系列 Blackwell 专业卡:最高 24064 核心、96GB 显存、600W - IT之家, L40S GPU for AI and Graphics Performance NVIDIA

  • Power Consumption and Form Factor

    The NVIDIA L40 consumes 300W in a passive server form factor, while the NVIDIA RTX PRO 6000 Blackwell consumes 600W with active cooling, making the L40 far more power-efficient and server-friendly, whereas the RTX PRO 6000 targets high-performance workstations.

    NVIDIA L40: The NVIDIA L40 is a 300W passive server card designed for data center deployment, with a form factor optimized for servers and requiring external cooling. Its power draw is significantly lower than the RTX PRO 6000, making it more energy-efficient and easier to cool in dense server environments.

    NVIDIA RTX PRO 6000 Blackwell: The NVIDIA RTX PRO 6000 Blackwell is a 600W active-cooled workstation card, featuring a dual-slot design with integrated fans for standalone workstation use. Its higher power draw demands robust cooling and is less suitable for dense server deployments, but it offers plug-and-play convenience in workstations.

    Scores — NVIDIA L40: 8/10, NVIDIA RTX PRO 6000 Blackwell: 5/10

    Power and cooling requirements determine where the card can be deployed. L40 is a 300W passive server card; RTX PRO 6000 is a 600W active-cooled workstation card.

    Sources: L40S GPU for AI and Graphics Performance NVIDIA, 英伟达推出 RTX PRO 6000 系列 Blackwell 专业卡:最高 24064 核心、96GB 显存、600W - IT之家

  • Compute and AI Performance

    The NVIDIA RTX PRO 6000 Blackwell outperforms the NVIDIA L40 in raw compute with 24,064 CUDA cores and 4,000 TOPS AI performance, compared to the L40's 18,176 CUDA cores and 362 TFLOPS FP8, making it the superior choice for compute-intensive AI workloads.

    NVIDIA L40: The NVIDIA L40 is a data center GPU based on Ada Lovelace architecture with 18,176 CUDA cores, 48 GB GDDR6 ECC memory, and 300W power consumption. It delivers up to 362 TFLOPS FP8 AI performance and 90.5 TFLOPS FP32 compute, making it a strong choice for AI inference and graphics rendering.

    NVIDIA RTX PRO 6000 Blackwell: The NVIDIA RTX PRO 6000 Blackwell is a flagship workstation GPU with 24,064 CUDA cores, 96 GB GDDR7 ECC memory, and 4,000 TOPS AI performance. It features fifth-generation Tensor Cores and supports FP4, delivering significantly higher compute throughput for AI training and inference.

    Scores — NVIDIA L40: 6/10, NVIDIA RTX PRO 6000 Blackwell: 9/10

    Raw compute power affects throughput for AI training/inference and rendering. RTX PRO 6000 has significantly more CUDA cores, higher TOPS, and newer tensor cores than L40.

    Sources: L40S GPU for AI and Graphics Performance NVIDIA, 英伟达推出 RTX PRO 6000 系列 Blackwell 专业卡:最高 24064 核心、96GB 显存、600W - IT之家

  • Interface and Virtualization Features

    The NVIDIA L40 uses PCIe 4.0 and vGPU, while the NVIDIA RTX PRO 6000 Blackwell uses PCIe 5.0, DisplayPort 2.1, and MIG, with the RTX PRO 6000 offering double the PCIe bandwidth (64 GB/s vs 32 GB/s) and more advanced display output.

    NVIDIA L40: The NVIDIA L40 supports PCIe 4.0 x16 and includes vGPU (Virtual GPU) technology for virtualization, enabling multiple users to share the GPU. It has no display outputs, as it is a data center accelerator. The L40 is designed for data center use, with vGPU support for multi-user scenarios.

    NVIDIA RTX PRO 6000 Blackwell: The NVIDIA RTX PRO 6000 Blackwell features PCIe 5.0 x16, DisplayPort 2.1 outputs, and supports MIG (Multi-Instance GPU) for partitioning the GPU into multiple instances. It is a workstation GPU with display outputs, making it suitable for professional visualization and multi-instance workloads.

    Scores — NVIDIA L40: 6/10, NVIDIA RTX PRO 6000 Blackwell: 9/10

    Bus interface, display outputs, and virtualization support influence system integration and flexibility. L40 supports PCIe 4.0 and vGPU; RTX PRO 6000 features PCIe 5.0, DisplayPort 2.1, and MIG.

    Sources: L40S GPU for AI and Graphics Performance NVIDIA, NVIDIA RTX PRO 6000 工作站 GPU 深度评测:Blackwell 架构 96 GB 显存无可替代!-CSDN博客

What are the pros and cons of NVIDIA L40 vs NVIDIA RTX PRO 6000 Blackwell?

NVIDIA L40

Strengths

  • The NVIDIA L40 consumes only 300W in a passive server form factor, making it more energy-efficient and easier to cool in dense data center environments compared to the 600W RTX PRO 6000 Blackwell.
  • The NVIDIA L40 features 48 GB of GDDR6 ECC memory with 864 GB/s bandwidth, suitable for AI inference and graphics rendering workloads.
  • The NVIDIA L40 supports vGPU (Virtual GPU) technology, enabling multiple users to share the GPU in virtualized environments.
  • The NVIDIA L40 delivers up to 362 TFLOPS FP8 AI performance and 90.5 TFLOPS FP32 compute, making it a strong choice for AI inference and rendering.

Weaknesses

  • The NVIDIA L40 uses the older Ada Lovelace architecture with 18,176 CUDA cores, significantly fewer than the RTX PRO 6000's 24,064 cores.
  • The NVIDIA L40 has half the memory capacity (48 GB vs 96 GB) and less than half the bandwidth (864 GB/s vs 1.8 TB/s) compared to the RTX PRO 6000 Blackwell, limiting its ability to handle very large datasets.
  • The NVIDIA L40's AI performance of 362 TFLOPS FP8 is far lower than the RTX PRO 6000's 4,000 TOPS, making it less suitable for compute-intensive AI training.
  • The NVIDIA L40 uses PCIe 4.0 (32 GB/s bandwidth) and lacks display outputs, making it less flexible for workstation visualization tasks.

NVIDIA RTX PRO 6000 Blackwell

Strengths

  • The NVIDIA RTX PRO 6000 Blackwell is built on the newer Blackwell architecture with 24,064 CUDA cores, a 32% increase over the L40's 18,176 cores, offering a newer feature set.
  • The NVIDIA RTX PRO 6000 Blackwell features 96 GB of GDDR7 ECC memory with 1.8 TB/s bandwidth, double the capacity and more than double the bandwidth of the L40.
  • The NVIDIA RTX PRO 6000 Blackwell delivers 4,000 TOPS AI performance with fifth-generation Tensor Cores and FP4 support, providing significantly higher compute throughput for AI training and inference.
  • The NVIDIA RTX PRO 6000 Blackwell features PCIe 5.0 x16 (64 GB/s bandwidth), DisplayPort 2.1 outputs, and MIG support, enabling multi-instance partitioning and advanced display connectivity.

Weaknesses

  • The NVIDIA RTX PRO 6000 Blackwell consumes 600W and requires active cooling in a dual-slot workstation form factor, making it less energy-efficient and harder to deploy in dense server environments compared to the 300W L40.
  • The NVIDIA RTX PRO 6000 Blackwell's high 600W power draw demands robust cooling solutions, which may limit its use in power-constrained or densely packed installations.

Where does this data come from?

  1. L40S GPU for AI and Graphics Performance NVIDIA
  2. 英伟达RTX PRO 6000显卡因AI需求暴涨至7.8万元,库存告急!
  3. NVIDIA L40 GPU Accelerator_知乎
  4. 英伟达推出 RTX PRO 6000 系列 Blackwell 专业卡:最高 24064 核心、96GB 显存、600W - IT之家
  5. L40S显卡服务器的驱动更新和维护程序-纵横数据
  6. 售价13250美元:英伟达商城上架RTX PRO 6000 Blackwell工作站版
  7. 全新NVIDIA L40S GPU强势来袭!_北京容天汇海科技有限公司
  8. 英伟达新发布RTX PRO 6000:惊人的24064核心搭载96GB显存!_系列_技术实力_服务器
  9. NVIDIA L40S GPU Cloud - On-Demand L40S Instances Civo
  10. 震撼发布!英伟达RTX Pro 6000显卡引领AI与游戏开发新时代_负载_工作_Strix
  11. NVIDIA L40
  12. 探索英伟达RTX Pro 6000显卡带来的游戏开发和AI应用革命_工具_绘画_用户
  13. 適用於資料中心的 NVIDIA L40 GPU NVIDIA
  14. 英伟达RTX PRO 6000系列发布:超强24064核心性能不容错过_用户_专业_市场
  15. 英伟达发布 L40S GPU,该产品搭载了哪些亮眼性能?_知乎
  16. NVIDIA RTX PRO 6000 工作站 GPU 深度评测:Blackwell 架构 96 GB 显存无可替代!-CSDN博客
  17. NVIDIA L40 GPU - 慧点官网
  18. 英伟达RTX PRO 6000显卡现身Geekbench:24064 CUDA核心强势来袭_领域_应用_显存
  19. NVIDIA L40S 为数据中心赋予出色的 AI 和图形性能_知乎
  20. NVIDIA 发布 RTX PRO 6000 Blackwell 系列专业显卡rtx英伟达系列显卡nvidiageforce_网易订阅

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