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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
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Metric:
Size
#Model / MakerMetricsParallelGPU / CPU / RAMRuntime
1Qwen3-0.6B0.6BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
503,33 tok/s TG
Prefill 112.346 · TTFT 242 ms
10×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMvLLMopenclaw_cliFP8
2Meta-Llama-3.1-8B-Instruct8BMeta Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
489,72 tok/s TG
Prefill 21.352 · TTFT 2.183 ms
10×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMvLLMopenclaw_cliAWQ
3Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
400,42 tok/s TG
Prefill 12.694 · TTFT 1.086 ms
5×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMllama.cppopenclaw_cliQ4_K_M
4Devstral-Small-2-24B-Instruct-251224BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
265,94 tok/s TG
Prefill 8.432 · TTFT 3.619 ms
10×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMllama.cppopenclaw_cliQ4_K_M
5Qwen3-0.6B0.6BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
258,23 tok/s TG
Prefill 81.661 · TTFT 159 ms
5×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMvLLMopenclaw_cliFP8
6Meta-Llama-3.1-8B-Instruct8BMeta Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
254,69 tok/s TG
Prefill 14.644 · TTFT 1.771 ms
5×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMvLLMopenclaw_cliAWQ
7Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
198,88 tok/s TG
Prefill 7.188 · TTFT 339 ms
1×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMllama.cppopenclaw_cliQ4_K_M
8Devstral-Small-2-24B-Instruct-251224BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
186,91 tok/s TG
Prefill 6.423 · TTFT 2.079 ms
5×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMllama.cppopenclaw_cliQ4_K_M
9Ministral-3-14B-Reasoning-251214BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
157,87 tok/s TG
Prefill 8.091 · TTFT 1.495 ms
5×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMllama.cppopenclaw_cliQ8_0
10Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
68,82 tok/s TG
Prefill 3.989 · TTFT 7.885 ms
10×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMllama.cppopenclaw_cliQ4_K_M
11Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
58,29 tok/s TG
Prefill 3.005 · TTFT 4.672 ms
5×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMllama.cppopenclaw_cliQ4_K_M
12Meta-Llama-3.1-8B-Instruct8BMeta Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
53,50 tok/s TG
Prefill 7.717 · TTFT 319 ms
1×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMvLLMopenclaw_cliAWQ
13Qwen3-0.6B0.6BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
52,80 tok/s TG
Prefill 20.717 · TTFT 121 ms
1×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMvLLMopenclaw_cliFP8
14Ministral-3-14B-Reasoning-251214BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
50,31 tok/s TG
Prefill 5.478 · TTFT 413 ms
1×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMllama.cppopenclaw_cliQ8_0
15Devstral-Small-2-24B-Instruct-251224BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
49,20 tok/s TG
Prefill 3.616 · TTFT 593 ms
1×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMllama.cppopenclaw_cliQ4_K_M
16Devstral-Small-2-24B-Instruct-251224BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
49,02 tok/s TG
Prefill 3.516 · TTFT 610 ms
1×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMllama.cppopenclaw_cliQ4_K_M
17Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
42,25 tok/s TG
Prefill 1.875 · TTFT 1.298 ms
1×NVIDIA GeForce RTX 4090AMD Ryzen 3 3100 4-Core Processor · 61 GB RAMllama.cppopenclaw_cliQ4_K_M