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LLM Economics

LLM Economics

Compare hardware, models and inference setups by operating cost, token output and total cost of ownership.

💸 Operating cost🖥️ TCO⚡ Tokens / euro🔋 Tokens / kWh
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Settings are stored in your browser and shared via the URL. Power draw estimated from GPU TDP + CPU (idle + 15 %) + board. Methodology →

Model economics

64 Models

Most economical setup per model. No quality judgement – only measured cost per token. Number after the model = runs · HW configs.

#Model Gen tok/s i EUR / 1M tok i Tok/€ Tok/kWh cheapest HW
1 gemma-4-E4B-it8BiGoogle ↗ Source 436.1 EUR 0.024 41.90M 12.57M NVIDIA GeForce RTX 5070 Ti
2 gemma-4-26B-A4B-it-assistant26BiGoogle ↗ Source 58.3 EUR 0.13 7.45M 2.24M AMD Radeon 8060S Graphics
3 Gemma-4-26B-A4B-it26BiGoogle ↗ Source 388.8 EUR 0.026 39.06M 11.72M NVIDIA GeForce RTX 5070 Ti
4 Gemma-4-26B-A4B26BiGoogle ↗ Source 155.4 EUR 0.12 8.54M 2.56M NVIDIA RTX A6000
5 Ornith-1.5-35B-A3B35BiDeepReinforce ↗ Source 331.3 EUR 0.089 11.20M 3.36M 2× NVIDIA RTX A6000
6 glm-4.7-flashiZ.ai (Zhipu) ↗ Source 48.9 EUR 0.24 4.19M 1.26M NVIDIA GB10 (DGX Spark)
7 Ornith-1.0-9B9BiDeepReinforce ↗ Source 330.0 EUR 0.029 34.20M 10.26M NVIDIA GeForce RTX 5070 Ti
8 Laguna-XS-2.1iPoolside ↗ Source 607.8 EUR 0.029 34.08M 10.22M NVIDIA GeForce RTX 5090
9 Ornith-1.5-9B9BiDeepReinforce ↗ Source 246.6 EUR 0.12 8.44M 2.53M 2× NVIDIA RTX A6000
10 gemma-4-12B-it12BiGoogle ↗ Source 262.8 EUR 0.038 26.23M 7.87M NVIDIA GeForce RTX 5070 Ti
11 gemma-4-E2B-it5BiGoogle ↗ Source 534.6 EUR 0.013 77.43M 23.23M NVIDIA GB10 (DGX Spark)
12 Meta-Llama-3.1-8B-Instruct8BiMeta ↗ Source 339.4 EUR 0.028 35.36M 10.61M NVIDIA GeForce RTX 5070 Ti
13 Nemotron-3-Nano-Omni-30B-A3B-Reasoning30BiNVIDIA ↗ Source 407.2 EUR 0.030 33.39M 10.02M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
14 Ministral-3-14B-Reasoning-251214BiMistral AI ↗ Source 247.5 EUR 0.044 22.84M 6.85M NVIDIA GeForce RTX 5070 Ti
15 Qwen3-Omni-30B-A3B-Thinking30BiQwen (Alibaba) ↗ Source 383.1 EUR 0.031 32.31M 9.69M NVIDIA GeForce RTX 5090
16 Qwen3.6-35B-A3B35BiQwen (Alibaba) ↗ Source 257.5 EUR 0.036 27.76M 8.33M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
17 Qwen-AgentWorld-35B-A3B35BiQwen (Alibaba) ↗ Source 341.7 EUR 0.036 27.79M 8.34M NVIDIA GeForce RTX 5090
18 gpt-oss-20b20BiOpenAI ↗ Source 436.3 EUR 0.021 46.85M 14.05M NVIDIA GeForce RTX 5070 Ti
19 Qwen3-VL-30B-A3B-Instruct30BiQwen (Alibaba) ↗ Source 334.3 EUR 0.031 31.97M 9.59M NVIDIA GeForce RTX 5090
20 Ornith-1.0-35B35BiDeepReinforce ↗ Source 446.8 EUR 0.033 30.06M 9.02M NVIDIA GeForce RTX 5090
21 Qwen3.5-35B-A3B35BiQwen (Alibaba) ↗ Source 327.9 EUR 0.035 28.34M 8.50M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
22 North-Mini-Code-1.0iCohere ↗ Source 385.3 EUR 0.033 30.22M 9.07M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
23 Nemotron-3.5-Lightning-30B-A3B30BiNVIDIA ↗ Source 186.2 EUR 0.36 2.74M 822.17K 4× AMD Radeon AI PRO R9700
24 Devstral-Small-2-24B-Instruct-251224BiMistral AI ↗ Source 156.1 EUR 0.074 13.53M 4.06M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
25 Devstral-Small-250724BiMistral AI ↗ Source 150.3 EUR 0.083 12.07M 3.62M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
26 Qwen3.6-27B27BiQwen (Alibaba) ↗ Source 139.6 EUR 0.097 10.28M 3.08M NVIDIA GeForce RTX 5090
27 Codestral-22B-v0.122BiMistral AI ↗ Source 129.0 EUR 0.081 12.38M 3.72M NVIDIA GeForce RTX 5090
28 Magistral-Small-250924BiMistral AI ↗ Source 172.9 EUR 0.070 14.23M 4.27M NVIDIA GeForce RTX 5090
29 Qwen3-30B-A3B-Instruct-250730BiQwen (Alibaba) ↗ Source 309.1 EUR 0.031 32.26M 9.68M NVIDIA GeForce RTX 5090
30 Qwen3-Coder-30B-A3B-Instruct30BiQwen (Alibaba) ↗ Source 325.4 EUR 0.030 33.14M 9.94M NVIDIA GeForce RTX 5090
31 Ling-3.0-flash127.5BiinclusionAI ↗ Source 85.8 EUR 0.046 21.74M 6.52M NVIDIA GB10 (DGX Spark)
32 Qwen3-Coder-NextiQwen (Alibaba) ↗ Source 292.0 EUR 0.043 23.36M 7.01M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
33 Qwen3-30B-A3B-Thinking-250730BiQwen (Alibaba) ↗ Source 329.2 EUR 0.031 32.51M 9.75M NVIDIA GeForce RTX 5090
34 Laguna-S-2.1-INT4iPoolside ↗ Source 287.6 EUR 0.064 15.57M 4.67M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
35 gemma-4-31B-it31BiGoogle ↗ Source 79.0 EUR 0.22 4.64M 1.39M NVIDIA GeForce RTX 3090 Ti
36 Nemotron-3-Nano-30B-A3B30BiNVIDIA ↗ Source 359.4 EUR 0.030 33.25M 9.97M NVIDIA GeForce RTX 5090
37 Nemotron-Cascade-2-30B-A3B30BiNVIDIA ↗ Source 365.5 EUR 0.030 33.19M 9.96M NVIDIA GeForce RTX 5090
38 Mistral-Small-3.1-24B-Instruct-250324BiMistral AI ↗ Source 63.2 EUR 0.17 5.92M 1.77M AMD Radeon PRO W7900 Dual Slot
39 Nemotron-3-Nano-4B4BiNVIDIA ↗ Source 552.8 EUR 0.022 46.33M 13.90M NVIDIA GeForce RTX 5070 Ti
40 Qwen3.8-27B27BiQwen (Alibaba) ↗ Source 103.5 EUR 0.13 7.63M 2.29M 2× NVIDIA RTX A6000
41 OpenReasoning-Nemotron-32B32BiNVIDIA ↗ Source 117.4 EUR 0.11 9.29M 2.79M NVIDIA GeForce RTX 5090
42 Mistral-Small-4-119B-2603119BiMistral AI ↗ Source 93.1 EUR 0.056 17.89M 5.37M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
43 Qwen2.5-32B-Instruct-AWQ32BiQwen (Alibaba) ↗ Source 139.2 EUR 0.11 9.51M 2.85M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
44 Seed-OSS-36B-Instruct36BiByteDance Seed ↗ Source 112.0 EUR 0.062 16.21M 4.86M NVIDIA GeForce RTX 5090
45 Muse-Glimmer-30B30BiMeta ↗ Source 77.4 EUR 0.53 1.88M 563.91K 4× AMD Radeon AI PRO R9700
46 minimax-m2-awq230BiMiniMax ↗ Source 114.8 EUR 0.15 6.69M 2.01M 3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition
47 Qwen3.5-122B-A10B122BiQwen (Alibaba) ↗ Source 92.7 EUR 0.15 6.90M 2.07M 3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition
48 Qwen2.5-Coder-32B-Instruct32BiQwen (Alibaba) ↗ Source 99.7 EUR 0.11 9.33M 2.80M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
49 Llama-3.3-Nemotron-Super-49B-v1.549BiNVIDIA ↗ Source 77.6 EUR 0.15 6.79M 2.04M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
50 GLM-4.5-Air106BiZ.ai (Zhipu) ↗ Source 132.7 EUR 0.081 12.34M 3.70M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
51 Nemotron-H-47B-Reasoning-128K47BiNVIDIA ↗ Source 45.9 EUR 0.26 3.81M 1.14M NVIDIA GeForce RTX 5090
52 Nemotron-3-Super-120B-A12B120BiNVIDIA ↗ Source 85.5 EUR 0.089 11.20M 3.36M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
53 MiniMax-M2.5230BiMiniMax ↗ Source 86.0 EUR 0.11 9.05M 2.71M NVIDIA GB10 (DGX Spark)
54 DeepSeek-V4-Flash290.9BiDeepSeek ↗ Source 15.4 EUR 5.14 194.49K 58.35K 4× AMD Radeon AI PRO R9700
55 DeepSeek-V4-Flash-284B-A13B284BiDeepSeek ↗ Source 62.8 EUR 0.21 4.71M 1.41M 3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition
56 Laguna-M.1iPoolside ↗ Source 39.7 EUR 0.24 4.12M 1.24M 3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition
57 gpt-oss-120b120BiOpenAI ↗ Source 297.0 EUR 0.040 24.90M 7.47M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
58 Qwen2.5-72B-Instruct72BiQwen (Alibaba) ↗ Source 45.2 EUR 0.22 4.46M 1.34M NVIDIA RTX PRO 6000 Blackwell Workstation Edition
59 command-a-reasoning-08-2025111BiCohere ↗ Source 40.8 EUR 0.34 2.93M 877.76K NVIDIA RTX PRO 6000 Blackwell Workstation Edition
60 Mistral-Medium-3.5-128B128BiMistral AI ↗ Source 10.2 EUR 0.38 2.64M 791.69K NVIDIA RTX PRO 6000 Blackwell Workstation Edition
61 MiniMax-M2.7230BiMiniMax ↗ Source 60.5 EUR 0.067 14.93M 4.48M NVIDIA GB10 (DGX Spark)
62 Llama-3.1-Nemotron-Ultra-253B-v1253BiNVIDIA ↗ Source 4.3 EUR 1.32 758.23K 227.47K 3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition
63 Devstral-2-123B-Instruct-2512123BiMistral AI ↗ Source 22.1 EUR 0.38 2.67M 799.97K NVIDIA RTX PRO 6000 Blackwell Workstation Edition
64 glm-5.2-colibri744BiZ.ai (Zhipu) ↗ Source 0.0 EUR 1,788.19 559 168 NVIDIA RTX PRO 6000 Blackwell Workstation Edition

Low token costs do not automatically mean high model quality. For quality see the harness benchmarks.