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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
1DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
385,91 tok/s TG
Prefill 2.350 · TTFT 30.012 ms
10×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawUD-Q4_K_XL
2DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
382,08 tok/s TG
Prefill 2.421 · TTFT 30.058 ms
10×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawUD-Q4_K_XL
3DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
206,50 tok/s TG
Prefill 2.080 · TTFT 10.489 ms
5×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawUD-Q4_K_XL
4DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
204,88 tok/s TG
Prefill 2.064 · TTFT 10.570 ms
5×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawUD-Q4_K_XL
5DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
62,33 tok/s TG
Prefill 1.735 · TTFT 1.320 ms
1×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawUD-Q4_K_XL
6DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
62,03 tok/s TG
Prefill 1.664 · TTFT 1.377 ms
1×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawUD-Q4_K_XL
7DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
18,80 tok/s TG
Prefill 53 · TTFT 260.849 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_XL
8DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
17,96 tok/s TG
Prefill 53 · TTFT 258.695 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_XL
9DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
17,47 tok/s TG
Prefill 53 · TTFT 259.739 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_XL
10DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
10,87 tok/s TG
Prefill 50 · TTFT 231.913 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_XL
11DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
10,76 tok/s TG
Prefill 50 · TTFT 232.851 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_XL
12DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
10,35 tok/s TG
Prefill 50 · TTFT 233.256 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_XL
13DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
9,95 tok/s TG
Prefill 72 · TTFT 174.547 ms
5×NVIDIA GeForce RTX 5070 TiAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawUD-Q4_K_XL
14DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
9,13 tok/s TG
Prefill 69 · TTFT 186.352 ms
10×NVIDIA GeForce RTX 5070 TiAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawUD-Q4_K_XL
15DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
6,49 tok/s TG
Prefill 43 · TTFT 53.506 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_XL
16DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
6,46 tok/s TG
Prefill 43 · TTFT 53.421 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_XL
17DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
6,41 tok/s TG
Prefill 42 · TTFT 53.991 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_XL
18DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,29 tok/s TG
Prefill 65 · TTFT 35.268 ms
1×NVIDIA GeForce RTX 5070 TiAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawUD-Q4_K_XL
19DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,27 tok/s TG
Prefill 144 · TTFT 14.222 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_XL
20DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
3,23 tok/s TG
Prefill 28 · TTFT 318.564 ms
5×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliUD-Q4_K_XL
21DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,82 tok/s TG
Prefill 27 · TTFT 322.266 ms
10×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliUD-Q4_K_XL
22DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
1,20 tok/s TG
Prefill 14 · TTFT 148.315 ms
1×2x NVIDIA GeForce RTX 20604x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawUD-Q4_K_XL
23DeepSeek-V4-Flash-284B-A13B284BDeepSeek Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
0,97 tok/s TG
Prefill 27 · TTFT 79.443 ms
1×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliUD-Q4_K_XL