Direct performance comparison between the RTX Pro 6000 Blackwell and RTX 4080 Super Pro across 27 standardized AI benchmarks collected from our production fleet. Testing shows the RTX Pro 6000 Blackwell winning 23 out of 27 benchmarks (85% win rate), while the RTX 4080 Super Pro wins 4 tests. All benchmark results are automatically gathered from active rental servers, providing real-world performance data.
For production API servers and multi-agent AI systems running multiple concurrent requests, the RTX Pro 6000 Blackwell is 352% faster than the RTX 4080 Super Pro (median across 3 benchmarks). For Qwen/Qwen3-4B, the RTX Pro 6000 Blackwell achieves 2481 tokens/s vs RTX 4080 Super Pro's 549 tokens/s (352% faster). The RTX Pro 6000 Blackwell wins 3 out of 3 high-throughput tests, making it the stronger choice for production chatbots and batch processing.
For personal AI assistants and local development with one request at a time, the RTX Pro 6000 Blackwell is 70% faster than the RTX 4080 Super Pro (median across 8 benchmarks). Running deepseek-r1:32b, the RTX Pro 6000 Blackwell generates 64 tokens/s vs RTX 4080 Super Pro's 34 tokens/s (89% faster). The RTX Pro 6000 Blackwell wins 7 out of 8 single-user tests, making it ideal for personal coding assistants and prototyping.
For Stable Diffusion, SDXL, and Flux workloads, the RTX Pro 6000 Blackwell is 128% faster than the RTX 4080 Super Pro (median across 12 benchmarks). Testing sd3.5-large, the RTX Pro 6000 Blackwell completes at 7.2 images/min vs RTX 4080 Super Pro's 2.5 images/min (185% faster). The RTX Pro 6000 Blackwell wins 12 out of 12 image generation tests, making it the preferred GPU for AI art and image generation.
For high-concurrency vision workloads (16-64 parallel requests), the RTX Pro 6000 Blackwell delivers 154% higher throughput than the RTX 4080 Super Pro (median across 2 benchmarks). Testing trocr-base, the RTX Pro 6000 Blackwell processes 2554 pages/min vs RTX 4080 Super Pro's 991 pages/min (158% faster). The RTX Pro 6000 Blackwell wins 2 out of 2 vision tests, making it the preferred GPU for production-scale document processing and multimodal AI.
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Our benchmarks are collected automatically from servers having GPUs of type RTX Pro 6000 Blackwell and RTX 4080 Super Pro in our fleet. Unlike synthetic lab tests, these results come from real production servers handling actual AI workloads - giving you transparent, real-world performance data.
We test both vLLM (High-Throughput) and Ollama (Single-User) frameworks. vLLM benchmarks show how RTX Pro 6000 Blackwell and RTX 4080 Super Pro perform with 16-64 concurrent requests - perfect for production chatbots, multi-agent AI systems, and API servers. Ollama benchmarks measure single-request speed for personal AI assistants and local development. Models tested include Llama 3.1, Qwen3, DeepSeek-R1, and more.
Image generation benchmarks cover Flux, SDXL, and SD3.5 architectures. That's critical for AI art generation, design prototyping, and creative applications. Focus on single prompt generation speed to understand how RTX Pro 6000 Blackwell and RTX 4080 Super Pro handle your image workloads.
Vision benchmarks test multimodal and document processing with high concurrent load (16-64 parallel requests) using real-world test data. LLaVA 1.5 7B (7B parameter Vision-Language Model) analyzes a photograph of an elderly woman in a flower field with a golden retriever, testing scene understanding and visual reasoning at batch size 32 to report images per minute. TrOCR-base (334M parameter OCR model) processes 2,750 pages of Shakespeare's Hamlet scanned from historical books with period typography at batch size 16, measuring pages per minute for document digitization. See how RTX Pro 6000 Blackwell and RTX 4080 Super Pro handle production-scale visual AI workloads - critical for content moderation, document processing, and automated image analysis.
We also include CPU compute power (affecting tokenization and preprocessing) and NVMe storage speeds (critical for loading large models and datasets) - the complete picture for your AI workloads.
The TAIFlops (Trooper AI FLOPS) score shown in the first row combines all AI benchmark results into a single number. Using the RTX 3090 as baseline (100 TAIFlops), this score instantly tells you how RTX Pro 6000 Blackwell and RTX 4080 Super Pro compare overall for AI workloads. Learn more about TAIFlops →
Note: Results may vary based on system load and configuration. These benchmarks represent median values from multiple test runs.
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