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Rankings
LLM Leaderboard
Real measurements of every tested language model on real, named hardware – rated by raw speed (performance in tokens per second, prefill and time to first token) and by practical task quality in complete agent and chat runs (harness). Pick a benchmark type below or filter by model, maker and hardware to see exactly what is tested and how the results are produced.
⚡ Performance (tok/s)🤖 Harness quality👥 Concurrency🖥️ real hardware
| # | Model / Maker | Metrics | Parallel | GPU / CPU / RAM | Runtime | ||
|---|---|---|---|---|---|---|---|
| 1 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 337,60 tok/s TG Prefill 2.103 · TTFT 37.017 ms | 10× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 2 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 334,72 tok/s TG Prefill 2.246 · TTFT 36.915 ms | 10× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 3 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 334,41 tok/s TG Prefill 2.100 · TTFT 37.421 ms | 10× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 4 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 334,40 tok/s TG Prefill 2.260 · TTFT 36.888 ms | 10× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 5 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 321,42 tok/s TG Prefill 2.147 · TTFT 37.376 ms | 10× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 6 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 187,66 tok/s TG Prefill 2.017 · TTFT 12.849 ms | 5× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 7 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 187,49 tok/s TG Prefill 2.071 · TTFT 12.702 ms | 5× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 8 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 187,27 tok/s TG Prefill 2.011 · TTFT 12.859 ms | 5× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 9 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 186,37 tok/s TG Prefill 1.992 · TTFT 12.967 ms | 5× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 10 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 183,76 tok/s TG Prefill 1.927 · TTFT 13.105 ms | 5× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 11 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 67,93 tok/s TG Prefill 1.616 · TTFT 1.681 ms | 1× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 12 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 67,48 tok/s TG Prefill 1.516 · TTFT 1.792 ms | 1× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 13 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 67,38 tok/s TG Prefill 1.555 · TTFT 1.746 ms | 1× | 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 14 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 8,16 tok/s TG Prefill 31 · TTFT 286.772 ms | 5× | 3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 15 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 7,98 tok/s TG Prefill 31 · TTFT 288.357 ms | 5× | 3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 16 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 7,93 tok/s TG Prefill 31 · TTFT 288.198 ms | 10× | 3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 17 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 7,05 tok/s TG Prefill 31 · TTFT 286.662 ms | 10× | 3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 18 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 6,90 tok/s TG Prefill 31 · TTFT 291.485 ms | 10× | 3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 19 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 6,87 tok/s TG Prefill 31 · TTFT 286.032 ms | 5× | 3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 20 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 5,09 tok/s TG Prefill 30 · TTFT 89.440 ms | 1× | 3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 21 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 5,06 tok/s TG Prefill 29 · TTFT 94.249 ms | 1× | 3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 22 | Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 5,03 tok/s TG Prefill 30 · TTFT 91.117 ms | 1× | 3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppgodclawQ4_K_M | Details → |