RTX 4090 Pro vs V100 - GPU Benchmark Comparison

Direct performance comparison between the RTX 4090 Pro and V100 across 12 standardized AI benchmarks collected from our production fleet. Testing shows the RTX 4090 Pro winning 12 out of 12 benchmarks (100% win rate), while the V100 wins 0 tests. All 12 benchmark results are automatically gathered from active rental servers, providing real-world performance data rather than synthetic testing.

LLM Inference Performance: RTX 4090 Pro 45% faster

In language model inference testing across 4 different models, the RTX 4090 Pro is 45% faster than the V100 on average. For qwen3:8b inference, the RTX 4090 Pro achieves 148 tokens/s compared to V100's 99 tokens/s, making the RTX 4090 Pro substantially faster with a 50% advantage. Overall, the RTX 4090 Pro wins 4 out of 4 LLM tests with an average 45% performance difference, making it the stronger choice for transformer model inference workloads.

Image Generation Performance: RTX 4090 Pro 205% faster

Evaluating AI image generation across 8 different Stable Diffusion models, the RTX 4090 Pro is 205% faster than the V100 in this category. When testing sdxl, the RTX 4090 Pro completes generations at 2.6 s/image compared to V100's 6.1 s/image, making the RTX 4090 Pro substantially faster with a 134% advantage. Across all 8 image generation benchmarks, the RTX 4090 Pro wins 8 tests with an average 205% performance difference, establishing it as the preferred GPU for Stable Diffusion, SDXL, and Flux deployments.

About These Benchmarks of RTX 4090 Pro vs V100

Our benchmarks are collected automatically from servers having gpus of type RTX 4090 Pro and V100 in our fleet using standardized test suites:

LLM Inference (Ollama & VLLM): Measures tokens per second of RTX 4090 Pro compared to V100 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 4090 Pro compared to V100
CPU: Single-core and multi-core operations per second representing GPU Servers you can rent with RTX 4090 Pro or V100
NVMe: Read and write speeds in MB/s for storage performance on GPU Servers typically equipped with RTX 4090 Pro or V100

Note: RTX 4090 Pro and V100 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 4090 Pro and V100.