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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
Alle⚡ Performance🤖 Harness
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Metric:
GPUs
#Model / MakerMetricsParallelGPU / CPU / RAMRuntime
1gemma4:31b31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
174,07 tok/s TG
Prefill 1.206 · TTFT 16.925 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMopenclaw_cliDetails →
2gemma4:31b31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
156,49 tok/s TG
Prefill 182 · TTFT 97.092 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMopenclaw_cliDetails →
3gemma4:31b31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
81,35 tok/s TG
Prefill 998 · TTFT 9.924 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMopenclaw_cliDetails →
4gemma4:31b31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
74,79 tok/s TG
Prefill 1.062 · TTFT 9.322 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMopenclaw_cliDetails →
5gemma4:31b31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
30,10 tok/s TG
Prefill 1.020 · TTFT 1.964 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMopenclaw_cliDetails →
6gemma4:31b31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
28,74 tok/s TG
Prefill 938 · TTFT 2.110 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMopenclaw_cliDetails →
7gemma4:31b31BGoogle Performance benchmarkPerformancetest Small 1.0
24,36 tok/s TG
Prefill 309 · TTFT 91 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawINT8Details →
8gemma4:31b31BGoogle Performance benchmark
24,36 tok/s TG
Prefill 309 · TTFT 91 ms
1×3x AMD Radeon AI PRO R970032x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawINT8Details →
9gemma4:31b31BGoogle Performance benchmarkPerformancetest Small 1.0
12,45 tok/s TG
Prefill 208 · TTFT 135 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawINT8Details →
10gemma4:31b31BGoogle Performance benchmark
12,45 tok/s TG
Prefill 208 · TTFT 135 ms
1×3x AMD Radeon AI PRO R970032x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawINT8Details →
11gemma4:31b31BGoogle Performance benchmarkTimebench 2 - Token-Generation / Output-Durchsatz
11,19 tok/s TG
Prefill 162 · TTFT 716 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawINT8Details →
12gemma4:31b31BGoogle Performance benchmark
11,19 tok/s TG
Prefill 162 · TTFT 716 ms
1×3x AMD Radeon AI PRO R970032x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawINT8Details →
13gemma4:31b31BGoogle Performance benchmarkPerformancetest Small 1.0
10,54 tok/s TG
Prefill 199 · TTFT 141 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawINT8Details →
14gemma4:31b31BGoogle Performance benchmark
10,54 tok/s TG
Prefill 199 · TTFT 141 ms
1×3x AMD Radeon AI PRO R970032x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawINT8Details →
15gemma4:31b31BGoogle Harness benchmarkTool Usage Standard 1.0
298 Pkt
10,0% · 16/16 Aufg. · 9.625,0 s
1×AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 123 GB RAMopenclaw_cliDetails →