A100 vs RTX 4090 Pro - GPU Benchmark Comparison

Direct performance comparison between the A100 and RTX 4090 Pro across 20 standardized AI benchmarks collected from our production fleet. Testing shows the A100 winning 9 out of 20 benchmarks (45% win rate), while the RTX 4090 Pro wins 11 tests. All 20 benchmark results are automatically gathered from active rental servers, providing real-world performance data rather than synthetic testing.

LLM Inference Performance: A100 11% slower

In language model inference testing across 8 different models, the A100 is 11% slower than the RTX 4090 Pro on average. For gpt-oss:20b inference, the A100 reaches 149 tokens/s while the RTX 4090 Pro achieves 179 tokens/s, making the A100 noticeably slower with a 17% deficit. Overall, the A100 wins 1 out of 8 LLM tests with an average 15% performance difference, making the RTX 4090 Pro the better option for LLM inference tasks.

Image Generation Performance: A100 18% faster

Evaluating AI image generation across 12 different Stable Diffusion models, the A100 is 18% faster than the RTX 4090 Pro in this category. When testing sd3.5-medium, the A100 completes generations at 8.9 images/min while the RTX 4090 Pro achieves 9.8 images/min, making the A100 moderately slower with a 10% deficit. Across all 12 image generation benchmarks, the A100 wins 8 tests with an average 18% performance difference, establishing it as the preferred GPU for Stable Diffusion, SDXL, and Flux deployments.

About These Benchmarks of A100 vs RTX 4090 Pro

Our benchmarks are collected automatically from servers having gpus of type A100 and RTX 4090 Pro in our fleet using standardized test suites:

LLM Inference (Ollama & VLLM): Measures tokens per second of A100 compared to RTX 4090 Pro 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 A100 compared to RTX 4090 Pro
CPU: Single-core and multi-core operations per second representing GPU Servers you can rent with A100 or RTX 4090 Pro
NVMe: Read and write speeds in MB/s for storage performance on GPU Servers typically equipped with A100 or RTX 4090 Pro

Note: A100 and RTX 4090 Pro AI Benchmark Results may vary based on system load, configuration, and specific hardware revisions. These benchmarks represent median values from multiple test runs of A100 and RTX 4090 Pro.