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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:
#Model / MakerMetricsParallelGPU / CPU / RAMRuntime
1Gemma-4-26B-A4B26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
264,08 tok/s TG
Prefill 4.424 · TTFT 4.475 ms
10×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppopenclaw_cliQ4_K_M
2Gemma-4-26B-A4B26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
223,28 tok/s TG
Prefill 4.432 · TTFT 4.464 ms
10×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppopenclaw_cliQ8_0
3Gemma-4-26B-A4B26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
201,09 tok/s TG
Prefill 4.516 · TTFT 2.194 ms
5×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppopenclaw_cliQ4_K_M
4Gemma-4-26B-A4B26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
169,09 tok/s TG
Prefill 4.537 · TTFT 2.184 ms
5×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppopenclaw_cliQ8_0
5Gemma-4-26B-A4B26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
95,58 tok/s TG
Prefill 4.000 · TTFT 499 ms
1×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppopenclaw_cliQ4_K_M
6Gemma-4-26B-A4B26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
87,33 tok/s TG
Prefill 4.028 · TTFT 494 ms
1×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppopenclaw_cliQ8_0
7Gemma-4-26B-A4B26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
47,06 tok/s TG
Prefill 4.378 · TTFT 451 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawNVFP4