🏆
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 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 426,54 tok/s TG Prefill 7.926 · TTFT 3.884 ms | 10× | 2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawINT4 | Details → | |
| 2 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 383,33 tok/s TG Prefill 7.228 · TTFT 4.259 ms | 10× | 2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawINT4 | Details → | |
| 3 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 319,01 tok/s TG Prefill 7.048 · TTFT 4.342 ms | 10× | 2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawFP8 | Details → | |
| 4 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 294,46 tok/s TG Prefill 6.392 · TTFT 4.792 ms | 10× | 2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawFP8 | Details → | |
| 5 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 244,81 tok/s TG Prefill 6.211 · TTFT 2.179 ms | 5× | 2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawINT4 | Details → | |
| 6 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 231,53 tok/s TG Prefill 3.410 · TTFT 7.398 ms | 10× | NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMopenclaw_cliINT4 | Details → | |
| 7 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 229,39 tok/s TG Prefill 5.064 · TTFT 1.011 ms | 10× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMopenclaw_cliFP8 | Details → | |
| 8 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 225,81 tok/s TG Prefill 5.596 · TTFT 2.409 ms | 5× | 2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawINT4 | Details → | |
| 9 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 177,07 tok/s TG Prefill 5.520 · TTFT 2.452 ms | 5× | 2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawFP8 | Details → | |
| 10 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 167,29 tok/s TG Prefill 4.989 · TTFT 2.708 ms | 5× | 2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawFP8 | Details → | |
| 11 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 146,44 tok/s TG Prefill 6.889 · TTFT 4.782 ms | 10× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawAWQ-INT4 | Details → | |
| 12 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 144,27 tok/s TG Prefill 5.193 · TTFT 493 ms | 5× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMopenclaw_cliFP8 | Details → | |
| 13 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 139,37 tok/s TG Prefill 2.509 · TTFT 4.377 ms | 5× | NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMopenclaw_cliINT4 | Details → | |
| 14 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 106,96 tok/s TG Prefill 2.955 · TTFT 1.733 ms | 10× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ4_K_M | Details → | |
| 15 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 104,34 tok/s TG Prefill 3.766 · TTFT 8.416 ms | 10× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawAWQ-INT4 | Details → | |
| 16 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 99,82 tok/s TG Prefill 1.006 · TTFT 5.090 ms | 10× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ4_K_M | Details → | |
| 17 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 97,18 tok/s TG Prefill 2.418 · TTFT 2.117 ms | 10× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ4_K_M | Details → | |
| 18 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 95,78 tok/s TG Prefill 1.777 · TTFT 2.881 ms | 10× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ4_K_M | Details → | |
| 19 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 94,76 tok/s TG Prefill 3.651 · TTFT 1.402 ms | 10× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ8_0 | Details → | |
| 20 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 88,86 tok/s TG Prefill 1.184 · TTFT 4.324 ms | 10× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ8_0 | Details → | |
| 21 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 86,73 tok/s TG Prefill 2.139 · TTFT 2.394 ms | 10× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ8_0 | Details → | |
| 22 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 86,56 tok/s TG Prefill 2.914 · TTFT 1.757 ms | 10× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ8_0 | Details → | |
| 23 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 81,20 tok/s TG Prefill 5.042 · TTFT 2.489 ms | 5× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawAWQ-INT4 | Details → | |
| 24 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 73,54 tok/s TG Prefill 2.452 · TTFT 1.044 ms | 5× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ4_K_M | Details → | |
| 25 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 73,08 tok/s TG Prefill 1.633 · TTFT 1.567 ms | 5× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ4_K_M | Details → | |
| 26 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 72,94 tok/s TG Prefill 3.024 · TTFT 847 ms | 5× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ8_0 | Details → | |
| 27 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 72,08 tok/s TG Prefill 2.097 · TTFT 1.221 ms | 5× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ4_K_M | Details → | |
| 28 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 71,40 tok/s TG Prefill 1.187 · TTFT 2.157 ms | 5× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ8_0 | Details → | |
| 29 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 71,27 tok/s TG Prefill 1.967 · TTFT 1.302 ms | 5× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ8_0 | Details → | |
| 30 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 71,17 tok/s TG Prefill 2.525 · TTFT 1.014 ms | 5× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ8_0 | Details → | |
| 31 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 70,82 tok/s TG Prefill 1.017 · TTFT 2.516 ms | 5× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ4_K_M | Details → | |
| 32 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 62,47 tok/s TG Prefill 3.005 · TTFT 656 ms | 1× | 2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawINT4 | Details → | |
| 33 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 61,23 tok/s TG Prefill 1.539 · TTFT 19.009 ms | 10× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawAWQ-INT4 | Details → | |
| 34 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 58,10 tok/s TG Prefill 2.529 · TTFT 779 ms | 1× | 2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawINT4 | Details → | |
| 35 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 56,56 tok/s TG Prefill 2.767 · TTFT 4.639 ms | 5× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawAWQ-INT4 | Details → | |
| 36 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 42,53 tok/s TG Prefill 2.454 · TTFT 804 ms | 1× | 2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawFP8 | Details → | |
| 37 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 40,28 tok/s TG Prefill 2.219 · TTFT 889 ms | 1× | 2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawFP8 | Details → | |
| 38 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 33,11 tok/s TG Prefill 987 · TTFT 519 ms | 1× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMopenclaw_cliFP8 | Details → | |
| 39 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 32,86 tok/s TG Prefill 1.187 · TTFT 10.510 ms | 5× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawAWQ-INT4 | Details → | |
| 40 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 32,45 tok/s TG Prefill 1.726 · TTFT 1.144 ms | 1× | NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMopenclaw_cliINT4 | Details → | |
| 41 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 25,98 tok/s TG Prefill 1.023 · TTFT 501 ms | 1× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ4_K_M | Details → | |
| 42 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 25,53 tok/s TG Prefill 994 · TTFT 515 ms | 1× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ4_K_M | Details → | |
| 43 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 25,38 tok/s TG Prefill 996 · TTFT 514 ms | 1× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ4_K_M | Details → | |
| 44 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 25,24 tok/s TG Prefill 982 · TTFT 521 ms | 1× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ4_K_M | Details → | |
| 45 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 17,99 tok/s TG Prefill 1.244 · TTFT 412 ms | 1× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ8_0 | Details → | |
| 46 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 17,88 tok/s TG Prefill 2.107 · TTFT 942 ms | 1× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawAWQ-INT4 | Details → | |
| 47 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 17,78 tok/s TG Prefill 1.185 · TTFT 432 ms | 1× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ8_0 | Details → | |
| 48 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 17,59 tok/s TG Prefill 1.201 · TTFT 426 ms | 1× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ8_0 | Details → | |
| 49 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 17,55 tok/s TG Prefill 1.200 · TTFT 426 ms | 1× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | llama.cppopenclaw_cli batched-bench ROCmQ8_0 | Details → | |
| 50 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 12,24 tok/s TG Prefill 1.305 · TTFT 1.538 ms | 1× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawAWQ-INT4 | Details → | |
| 51 | Qwen3.8-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 6,94 tok/s TG Prefill 674 · TTFT 2.981 ms | 1× | 4x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAM | vLLMgodclawAWQ-INT4 | Details → |