Industry Capability Index

工程

覆盖多工程学科知识、定量推理、工具化交付和真实终端操作。

数据快照:2026-07-21查看原始来源 ↗
指数类型行业指数

按职业任务出现频率加权

来源结果153 / 153 个模型

本站保留来源分数,不重新计算

能力维度4 项

每项权重与组成评测独立列出

当前领先Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)

来源指数 63 分

SOURCE LEADERBOARD

来源完整榜单

Artificial Analysis 工程,数值越高越好。同名模型的具体推理档位以原始来源为准。

153 / 153 个模型
工程完整公开数据
#模型机构能力指数智能指数开放性单任务成本任务耗时输出 Token生成速度发布日期
1Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)推理模型Anthropic62.959.9闭源US$3.039.23 分钟37,80668 Token/s2026-06-09
2GPT-5.6 Sol (max)推理模型OpenAI60.058.9闭源US$1.175.06 分钟19,26563 Token/s2026-07-09
3GPT-5.6 Sol (xhigh)推理模型OpenAI58.157.7闭源US$0.683.35 分钟12,04860 Token/s2026-07-09
4Kimi K3推理模型Kimi57.857.1闭源US$1.0112.73 分钟30,15539 Token/s2026-07-16
5Claude Opus 4.8 (Adaptive Reasoning, Max Effort)推理模型Anthropic56.855.7闭源US$1.6211.18 分钟40,02260 Token/s2026-05-28
6GPT-5.6 Sol (high)推理模型OpenAI56.855.9闭源US$0.432.30 分钟7,94158 Token/s2026-07-09
7Grok 4.5 (high)推理模型SpaceXAI55.153.8闭源US$0.203.77 分钟15,77970 Token/s2026-07-08
8GPT-5.6 Sol (medium)推理模型OpenAI55.053.6闭源US$0.241.38 分钟4,74457 Token/s2026-07-09
9GPT-5.5 (xhigh)推理模型OpenAI54.954.8闭源US$0.903.54 分钟17,42782 Token/s2026-04-23
10Claude Sonnet 5 (Adaptive Reasoning, Max Effort)推理模型Anthropic54.853.4闭源US$1.7117.61 分钟78,50774 Token/s2026-06-30
11GPT-5.6 Terra (max)推理模型OpenAI54.755.0闭源US$0.832.46 分钟22,100150 Token/s2026-07-09
12GPT-5.5 (high)推理模型OpenAI54.353.1闭源US$0.562.33 分钟10,91978 Token/s2026-04-23
13Claude Opus 4.7 (Adaptive Reasoning, Max Effort)推理模型Anthropic54.353.5闭源US$1.759.66 分钟30,78753 Token/s2026-04-16
14GLM-5.2 (max)推理模型Z AI53.351.1开放权重US$0.443.73 分钟43,901196 Token/s2026-06-16
15Muse Spark 1.1 (xhigh)推理模型Meta53.150.6闭源US$0.173.05 分钟23,198127 Token/s2026-07-09
16GPT-5.6 Terra (xhigh)推理模型OpenAI52.951.6闭源US$0.461.60 分钟12,625131 Token/s2026-07-09
17Gemini 3.5 Flash (high)推理模型Google51.550.2闭源US$0.563.05 分钟31,987175 Token/s2026-05-19
18GPT-5.5 (medium)推理模型OpenAI51.250.4闭源US$0.291.20 分钟5,35374 Token/s2026-04-23
19GPT-5.6 Luna (max)推理模型OpenAI51.251.2闭源US$0.221.90 分钟22,450197 Token/s2026-07-09
20GPT-5.6 Sol (low)推理模型OpenAI51.149.4闭源US$0.120.79 分钟2,63756 Token/s2026-07-09
21GPT-5.6 Terra (high)推理模型OpenAI50.749.0闭源US$0.301.10 分钟8,568130 Token/s2026-07-09
22GPT-5.4 (xhigh)推理模型OpenAI50.351.4闭源US$0.323.37 分钟30,179149 Token/s2026-03-05
23Qwen3.7 Max推理模型Alibaba50.146.0闭源US$0.572.07 分钟25,316204 Token/s2026-05-19
24GPT-5.6 Luna (xhigh)推理模型OpenAI50.149.1闭源US$0.141.20 分钟14,467200 Token/s2026-07-09
25Gemini 3.1 Pro Preview推理模型Google49.246.5闭源US$0.191.55 分钟12,013129 Token/s2026-02-19
26MiniMax-M3推理模型MiniMax48.144.4开放权重US$0.124.05 分钟26,260108 Token/s2026-06-01
27Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort)推理模型Anthropic47.847.2闭源US$1.1617.77 分钟57,19954 Token/s2026-02-17
28GPT-5.6 Luna (high)推理模型OpenAI47.846.1闭源US$0.080.75 分钟8,715193 Token/s2026-07-09
29GPT-5.6 Terra (medium)推理模型OpenAI47.345.6闭源US$0.110.49 分钟3,774128 Token/s2026-07-09
30Kimi K2.6推理模型Kimi47.244.2开放权重US$0.3013.38 分钟41,29351 Token/s2026-04-20
31Muse Spark推理模型Meta46.143.1闭源13,7002026-04-08
32Grok Build 0.1 0616推理模型SpaceXAI46.039.8闭源US$0.115.30 分钟28,03888 Token/s2026-06-16
33GLM-5.1 (Reasoning)推理模型Z AI45.940.2开放权重US$0.205.55 分钟27,41782 Token/s2026-04-07
34DeepSeek V4 Pro (Reasoning, Max Effort)推理模型DeepSeek45.844.3开放权重US$0.048.42 分钟36,02771 Token/s2026-04-24
35DeepSeek V4 Pro (Reasoning, High Effort)推理模型DeepSeek45.743.1开放权重US$0.035.96 分钟24,53469 Token/s2026-04-24
36Grok 4.3 (high)推理模型SpaceXAI45.437.6闭源US$0.082.07 分钟15,646126 Token/s2026-04-30
37MiMo-V2.5-Pro推理模型Xiaomi45.142.2开放权重US$0.035.90 分钟20,58258 Token/s2026-04-22
38GPT-5.5 (low)推理模型OpenAI45.143.5闭源US$0.090.42 分钟1,95577 Token/s2026-04-23
39Motif 3 (Beta)推理模型Motif Technologies44.644.1闭源35,424
40Kimi K2.7 Code推理模型Kimi44.641.9开放权重US$0.086.85 分钟19,73548 Token/s2026-06-12
41Qwen3.6 Plus推理模型Alibaba43.639.6闭源US$0.216.51 分钟20,70653 Token/s2026-04-02
42Inkling (xhigh)推理模型Thinking Machines43.540.7开放权重US$0.1226,5712026-07-15
43Nex-N2-Pro推理模型Nex AGI43.441.0开放权重US$0.043.83 分钟31,464137 Token/s2026-06-02
44Claude Sonnet 5 (Non-reasoning, High Effort)非推理模型Anthropic43.241.7闭源US$0.312.29 分钟9,21667 Token/s2026-06-30
45GPT-5.6 Sol (Non-reasoning)非推理模型OpenAI42.941.2闭源US$0.110.57 分钟1,91956 Token/s2026-07-09
46Qwen3.7 Plus推理模型Alibaba42.639.0闭源US$0.118.18 分钟26,13153 Token/s2026-06-01
47GPT-5.6 Terra (low)推理模型OpenAI42.640.5闭源US$0.070.27 分钟2,121130 Token/s2026-07-09
48Hy3推理模型Tencent42.441.2开放权重US$0.007.62 分钟26,95059 Token/s2026-07-06
49Nemotron 3 Ultra 550B A55B (Reasoning)推理模型NVIDIA42.237.8开放权重US$0.171.97 分钟24,750209 Token/s2026-06-04
50DeepSeek V4 Flash (Reasoning, Max Effort)推理模型DeepSeek42.240.3开放权重US$0.026.14 分钟48,994133 Token/s2026-04-24
51MiniMax-M2.7推理模型MiniMax42.138.1开放权重US$0.023.96 分钟17,70474 Token/s2026-03-18
52GPT-5.6 Luna (medium)推理模型OpenAI41.538.1闭源US$0.030.28 分钟3,369198 Token/s2026-07-09
53MiMo-V2.5推理模型Xiaomi41.037.2开放权重US$0.014.12 分钟15,55063 Token/s2026-04-22
54GPT-5.1 (high)推理模型OpenAI40.936.9闭源US$0.192.65 分钟16,844106 Token/s2025-11-13
55GPT-5.4 mini (xhigh)推理模型OpenAI40.440.0闭源US$0.325.46 分钟54,851167 Token/s2026-03-17
56GLM-5.2 (Non-reasoning)非推理模型Z AI40.334.1开放权重US$0.050.40 分钟3,182132 Token/s2026-06-16
57JT-4.1 Flash 236B A21B非推理模型China Mobile40.038.8闭源15,9282026-07-09
58Qwen3.6 27B (Reasoning)推理模型Alibaba39.337.1开放权重US$0.207.10 分钟24,38457 Token/s2026-04-22
59Kimi K2.5 (Reasoning)推理模型Kimi39.235.4开放权重US$0.054.95 分钟15,34052 Token/s2026-01-27
60GPT-5 (high)推理模型OpenAI38.634.7闭源US$0.202.47 分钟14,00495 Token/s2025-08-07
61Claude 4.5 Sonnet (Reasoning)推理模型Anthropic38.336.4闭源US$0.295.28 分钟13,59643 Token/s2025-09-29
62GPT-5.6 Luna (low)推理模型OpenAI38.133.3闭源US$0.020.17 分钟1,967198 Token/s2026-07-09
63GLM-4.7 (Reasoning)推理模型Z AI38.133.7开放权重US$0.223.62 分钟27,045125 Token/s2025-12-22
64GPT-5.4 nano (xhigh)推理模型OpenAI37.938.2闭源US$0.105.29 分钟54,264171 Token/s2026-03-17
65LongCat 2.0推理模型LongCat37.833.5开放权重24,3262026-06-29
66Qwen3.5 397B A17B (Reasoning)推理模型Alibaba37.333.7开放权重US$0.194.25 分钟16,01363 Token/s2026-02-16
67GPT-5.5 (Non-reasoning)非推理模型OpenAI37.035.4闭源US$0.070.28 分钟1,29577 Token/s2026-04-23
68Qwen3.6 35B A3B (Reasoning)推理模型Alibaba36.631.6开放权重US$0.122.65 分钟24,076151 Token/s2026-04-16
69GPT-5.6 Terra (Non-reasoning)非推理模型OpenAI35.934.0闭源US$0.090.24 分钟1,839126 Token/s2026-07-09
70DeepSeek V3.2 (Reasoning)推理模型DeepSeek34.932.0开放权重US$0.0013,9552025-12-01
71Qwen3.5 122B A10B (Reasoning)推理模型Alibaba34.732.3开放权重US$0.141.96 分钟15,588132 Token/s2026-02-24
72Step 3.7 Flash推理模型StepFun34.330.3开放权重US$0.072.24 分钟54,750407 Token/s2026-05-29
73KAT Coder Pro V2非推理模型KwaiKAT34.233.7闭源US$0.005,2392026-03-27
74GPT-5 mini (high)推理模型OpenAI33.425.3闭源US$0.021.79 分钟11,654109 Token/s2025-08-07
75Ring-2.6-1T推理模型InclusionAI33.330.6开放权重US$0.193.53 分钟27,732131 Token/s2026-05-08
76DeepSeek V3.1 Terminus (Reasoning)推理模型DeepSeek33.130.4开放权重US$0.118,8642025-09-22
77GPT-5.5 Instant (June 2026)推理模型OpenAI32.928.9闭源US$0.171,2752026-06-25
78Claude 4 Sonnet (Reasoning)推理模型Anthropic32.828.9闭源US$0.1311,2132025-05-22
79Claude 4.5 Haiku (Reasoning)推理模型Anthropic32.429.6闭源US$0.143.06 分钟17,82697 Token/s2025-10-15
80GLM-4.6 (Reasoning)推理模型Z AI32.228.7开放权重US$0.145.04 分钟14,52348 Token/s2025-09-30
81Mistral Medium 3.5推理模型Mistral31.829.9开放权重US$0.332.79 分钟21,223127 Token/s2026-04-29
82Gemini 2.5 Pro推理模型Google31.325.8闭源US$0.151.11 分钟9,640144 Token/s2025-06-05
83GPT-5.6 Luna (Non-reasoning)非推理模型OpenAI31.326.6闭源US$0.020.12 分钟1,466203 Token/s2026-07-09
84Gemma 4 31B (Reasoning)推理模型Google31.129.4开放权重US$0.004.89 分钟10,27235 Token/s2026-04-02
85Command A+推理模型Cohere31.022.5开放权重US$0.001.78 分钟18,575174 Token/s2026-05-20
86Qwen3.6 27B (Non-reasoning)非推理模型Alibaba30.930.5开放权重US$0.232.71 分钟9,48358 Token/s2026-04-22
87Gemini 3.1 Flash-Lite推理模型Google30.725.0闭源US$0.020.68 分钟13,627335 Token/s2026-03-03
88NVIDIA Nemotron 3 Super 120B A12B (Reasoning)推理模型NVIDIA29.625.4开放权重US$0.141.58 分钟23,209246 Token/s2026-03-11
89Gemma 4 26B A4B (Reasoning)推理模型Google28.225.7开放权重US$0.0219,3692026-04-02
90Grok 4.3 (Non-reasoning)非推理模型SpaceXAI28.124.8闭源US$0.120.92 分钟5,855107 Token/s2026-04-30
91Qwen3.5 122B A10B (Non-reasoning)非推理模型Alibaba28.027.6开放权重US$0.101.00 分钟8,822146 Token/s2026-02-24
92Qwen3.6 35B A3B (Non-reasoning)非推理模型Alibaba27.724.2开放权重US$0.371.14 分钟13,411195 Token/s2026-04-16
93gpt-oss-120b (high)推理模型OpenAI27.723.8开放权重US$0.041.21 分钟22,559312 Token/s2025-08-05
94Qwen3.5 9B (Reasoning)推理模型Alibaba27.321.4开放权重US$0.1410.17 分钟35,78959 Token/s2026-03-02
95Mistral Small 4 (Reasoning)推理模型Mistral27.119.6开放权重US$0.041.47 分钟14,030159 Token/s2026-03-16
96Mercury 2推理模型Inception26.221.4闭源US$0.030.28 分钟17,7091039 Token/s2026-02-20
97Nova 2.0 Pro Preview (medium)推理模型Amazon25.021.8闭源US$0.111.11 分钟8,721131 Token/s2025-11-27
98Qwen3 235B A22B 2507 (Reasoning)推理模型Alibaba24.819.6开放权重US$0.094.33 分钟16,65764 Token/s2025-07-25
99Gemma 4 31B (Non-reasoning)非推理模型Google24.621.8开放权重US$0.020.77 分钟3,15269 Token/s2026-04-02
100Magistral Medium 1.2推理模型Mistral24.617.9闭源US$0.583.67 分钟9,30142 Token/s2025-09-18
101Qwen3.5 35B A3B (Non-reasoning)非推理模型Alibaba24.624.0开放权重US$0.121.38 分钟12,198147 Token/s2026-02-24
102K2 Think V2推理模型MBZUAI Institute of Foundation Models24.317.3开放权重23,0622025-12-15
103DeepSeek R1 (Jan '25)推理模型DeepSeek24.318.5开放权重US$0.2615,4382025-01-20
104North Mini Code推理模型Cohere24.119.8开放权重US$0.002.13 分钟14,370112 Token/s2026-06-09
105Qwen3 Next 80B A3B (Reasoning)推理模型Alibaba23.616.7开放权重US$0.141.68 分钟18,233181 Token/s2025-09-11
106Nova 2.0 Pro Preview (low)推理模型Amazon23.519.6闭源US$0.090.41 分钟3,135129 Token/s2025-11-27
107MiMo-V2-Flash (Non-reasoning)非推理模型Xiaomi23.324.7开放权重30,8982025-12-16
108gpt-oss-120b (low)推理模型OpenAI23.214.9开放权重US$0.020.14 分钟2,787332 Token/s2025-08-05
109Nova 2.0 Lite (high)推理模型Amazon23.118.2闭源US$0.133.64 分钟32,926151 Token/s2025-10-29
110HyperNova 60B 2605推理模型Multiverse Computing22.917.8开放权重US$0.021.40 分钟31,132370 Token/s2026-05-26
111Nanbeige4.1-3B推理模型Nanbeige22.811.1开放权重92,7292026-02-11
112o3-mini (high)推理模型OpenAI22.715.6闭源US$0.030.90 分钟12,281227 Token/s2025-01-31
113Qwen3 Coder Next非推理模型Alibaba22.321.1开放权重US$0.151.80 分钟10,58898 Token/s2026-02-03
114Mistral Large 3非推理模型Mistral22.215.9开放权重US$0.030.85 分钟2,63952 Token/s2025-12-02
115Devstral 2非推理模型Mistral22.219.2开放权重US$0.001.02 分钟4,27170 Token/s2025-12-09
116NVIDIA Nemotron 3 Nano 30B A3B (Reasoning)推理模型NVIDIA21.414.2开放权重US$0.012.60 分钟25,000160 Token/s2025-12-15
117gpt-oss-20b (high)推理模型OpenAI20.414.9开放权重US$0.021.50 分钟20,243225 Token/s2025-08-05
118DiffusionGemma 26B A4B推理模型Google20.213.5开放权重14,1342026-06-10
119Qwen3 32B (Reasoning)推理模型Alibaba20.011.5开放权重US$0.131.86 分钟10,83397 Token/s2025-04-28
120Solar Pro 3推理模型Upstage19.814.1闭源44,2762026-04-06
121Qwen3 30B A3B 2507 (Reasoning)推理模型Alibaba19.514.4开放权重US$0.062.17 分钟19,274148 Token/s2025-07-30
122DeepSeek V3 0324非推理模型DeepSeek19.515.4开放权重US$0.041,4932025-03-25
123Mistral Medium 3.1非推理模型Mistral19.214.7闭源US$0.080.63 分钟3,35288 Token/s2025-08-12
124Llama 4 Maverick非推理模型Meta19.214.3开放权重US$0.030.31 分钟2,092112 Token/s2025-04-05
125Devstral Small 2非推理模型Mistral19.117.4开放权重US$0.001.00 分钟4,64377 Token/s2025-12-09
126Nova 2.0 Pro Preview (Non-reasoning)非推理模型Amazon18.814.4闭源US$0.110.36 分钟2,428114 Token/s2025-11-27
127Qwen3 14B (Reasoning)推理模型Alibaba18.610.4开放权重US$0.021.63 分钟6,05162 Token/s2025-04-28
128GPT-4.1 mini非推理模型OpenAI18.214.8闭源US$0.060.47 分钟2,34684 Token/s2025-04-14
129Mistral Small 3.1非推理模型Mistral18.114.7开放权重US$0.020.37 分钟3,269149 Token/s2025-03-17
130DeepSeek V3 (Dec '24)非推理模型DeepSeek17.914.2开放权重US$0.011,4192024-12-26
131Claude 3.5 Haiku非推理模型Anthropic17.712.3闭源US$0.004,1692024-10-22
132Ling 2.6 Flash非推理模型InclusionAI16.614.1开放权重US$0.000.96 分钟10,397180 Token/s2026-04-21
133Llama 4 Scout非推理模型Meta16.410.0开放权重US$0.010.22 分钟1,08183 Token/s2025-04-05
134Qwen3.5 2B (Reasoning)推理模型Alibaba16.17.6开放权重50,8292026-03-02
135Qwen3 8B (Reasoning)推理模型Alibaba16.08.3开放权重US$0.025.29 分钟12,49339 Token/s2025-04-28
136Mistral Small 3.2非推理模型Mistral15.910.6开放权重US$0.130.75 分钟6,899154 Token/s2025-06-20
137Llama 3.1 Instruct 8B非推理模型Meta15.77.6开放权重US$0.161.70 分钟14,990147 Token/s2024-07-23
138Magistral Small 1.2推理模型Mistral15.511.3开放权重US$0.252.11 分钟10,27981 Token/s2025-09-17
139GPT-4.1 nano非推理模型OpenAI15.49.6闭源US$0.040.65 分钟7,705196 Token/s2025-04-14
140Llama 3.3 Instruct 70B非推理模型Meta15.29.4开放权重US$0.060.32 分钟1,63685 Token/s2024-12-06
141Ministral 3 14B非推理模型Mistral14.311.1开放权重US$0.091.74 分钟6,45262 Token/s2025-12-02
142Qwen3.5 0.8B (Reasoning)推理模型Alibaba13.95.5开放权重23,9492026-03-02
143Gemma 3 27B Instruct非推理模型Google13.57.4开放权重US$0.006,3352025-03-12
144NVIDIA Nemotron 3 Nano 4B推理模型NVIDIA13.08.7开放权重7,2902026-03-16
145Granite 4.1 30B非推理模型IBM12.68.9开放权重3,3812026-04-29
146Ministral 3 8B非推理模型Mistral11.89.0开放权重US$0.071.16 分钟7,899114 Token/s2025-12-02
147Phi-4 Mini Instruct非推理模型Microsoft11.56.0开放权重US$0.0011.78 分钟31,69145 Token/s2024-02-26
148Ministral 3 3B非推理模型Mistral10.66.8开放权重US$0.071.58 分钟15,568164 Token/s2025-12-02
149Qwen3.5 2B (Non-reasoning)非推理模型Alibaba10.05.6开放权重31,6012026-03-02
150Gemma 3 12B Instruct非推理模型Google8.55.5开放权重US$0.0021,1942025-03-12
151Granite 4.1 3B非推理模型IBM8.44.7开放权重4,7892026-04-29
152MiniCPM-V 4.6 1.3B非推理模型OpenBMB7.54.2开放权重10,3622026-05-11
153Qwen3.5 0.8B (Non-reasoning)非推理模型Alibaba6.03.3开放权重28,2372026-03-02
本站展示的是 2026-07-21 公开快照,不是医疗、法律或行业产品认证。核验原始榜单 ↗

INDEX BREAKDOWN

指数由什么构成

权重来自 Artificial Analysis 的 Capability Indices Methodology;各底层评测由来源方独立运行。

35%

工程知识

土木、电气、机械等工程领域知识。

AA-Omniscience
35%

推理

推导、尺寸计算和设计权衡中的多步骤定量推理。

HLE · GPQA Diamond · Crit-Pt
25%

Agent 知识工作

规划并执行多步骤工程交付任务。

GDPval-AA v2
5%

Agent 终端使用

在真实终端环境中构建、编写脚本和调试。

Terminal-Bench v2.1

核验完整方法论 ↗

HOW TO READ

怎样理解这个指数

它能回答什么

在来源设定的加权任务组合中,哪些模型整体表现更强,以及优势来自哪些能力维度。

它不能回答什么

不能直接证明模型适合你的真实工作流,也不是安全性、合规性或专业部署认证。

选择模型时还要看什么

结合单项评测、成本、速度、上下文、Provider 稳定性和你自己的任务验证。