RTX 4080 Super Pro vs RTX Pro 6000 Blackwell - GPU Benchmark Comparison

Direct performance comparison between the RTX 4080 Super Pro and RTX Pro 6000 Blackwell across 21 standardized AI benchmarks collected from our production fleet. Testing shows the RTX 4080 Super Pro winning 5 out of 21 benchmarks (24% win rate), while the RTX Pro 6000 Blackwell wins 16 tests. All 21 benchmark results are automatically gathered from active rental servers, providing real-world performance data rather than synthetic testing.

LLM Inference Performance: RTX 4080 Super Pro 33% slower

In language model inference testing across 9 different models, the RTX 4080 Super Pro is 33% slower than the RTX Pro 6000 Blackwell on average. For deepseek-r1:32b inference, the RTX 4080 Super Pro reaches 34 tokens/s while the RTX Pro 6000 Blackwell achieves 64 tokens/s, making the RTX 4080 Super Pro substantially slower with a 47% deficit. Overall, the RTX 4080 Super Pro wins 1 out of 9 LLM tests with an average 33% performance difference, making the RTX Pro 6000 Blackwell the better option for LLM inference tasks.

Image Generation Performance: RTX 4080 Super Pro 45% slower

Evaluating AI image generation across 12 different Stable Diffusion models, the RTX 4080 Super Pro is 45% slower than the RTX Pro 6000 Blackwell in this category. When testing sd3.5-large, the RTX 4080 Super Pro completes generations at 2.5 images/min while the RTX Pro 6000 Blackwell achieves 7.2 images/min, making the RTX 4080 Super Pro substantially slower with a 65% deficit. Across all 12 image generation benchmarks, the RTX 4080 Super Pro wins 4 tests with an average 45% performance difference, making the RTX Pro 6000 Blackwell the better choice for Stable Diffusion, SDXL, and Flux workloads.

About These Benchmarks of RTX 4080 Super Pro vs RTX Pro 6000 Blackwell

Our benchmarks are collected automatically from servers having gpus of type RTX 4080 Super Pro and RTX Pro 6000 Blackwell in our fleet using standardized test suites:

LLM Inference (Ollama & VLLM): Measures tokens per second of RTX 4080 Super Pro compared to RTX Pro 6000 Blackwell for LLM inference using various models (Llama, Qwen, etc.) on both Ollama and VLLM with FP8 quantization
Image Generation: Measures images per minute and seconds per image for AI image generation on the RTX 4080 Super Pro compared to RTX Pro 6000 Blackwell
CPU: Single-core and multi-core operations per second representing GPU Servers you can rent with RTX 4080 Super Pro or RTX Pro 6000 Blackwell
NVMe: Read and write speeds in MB/s for storage performance on GPU Servers typically equipped with RTX 4080 Super Pro or RTX Pro 6000 Blackwell

Note: RTX 4080 Super Pro and RTX Pro 6000 Blackwell AI Benchmark Results may vary based on system load, configuration, and specific hardware revisions. These benchmarks represent median values from multiple test runs of RTX 4080 Super Pro and RTX Pro 6000 Blackwell.