AA指数模型榜单表格

默认按 AA 指数降序排列;点击表头可切换排序;表头冻结,滚轮查看更多行。

排名 ↕模型名称 ↕生产厂商 ↕类型 ↕AA 指数 ↕任务平均成本 ($/task) ↕上下文长度 (tokens) ↕输出速率 (tok/s) ↕首字延迟 (s) ↕总响应时间 (s) ↕
1Claude Opus 5.5 (max with fallback)Anthropic闭源585.9801M95.0682.7688.0
2Claude Opus 5.5 (xhigh with fallback)Anthropic闭源563.4601M90.0135.6141.2
3Claude Opus 5.5 (high with fallback)Anthropic闭源541.8201M82.028.634.7
4Claude Fable 5.1 (max with fallback)Anthropic闭源537.6301M70.0223.1230.2
5Claude Fable 5.1 (xhigh with fallback)Anthropic闭源535.9801M67.0128.7136.2
6GPT-6 Astra (max)OpenAI闭源533.2601M64.0291.0298.8
7GPT-6 Astra (xhigh)OpenAI闭源522.3101M57.0101.3110.1
8Claude Opus 5.5 (medium with fallback)Anthropic闭源511.3401M82.013.419.6
9Claude Fable 5.1 (high with fallback)Anthropic闭源513.9101M58.011.720.3
10GPT-6 Astra (high)OpenAI闭源511.7301M63.035.043.0
11GPT-6 Astra (medium)OpenAI闭源501.5401M60.04.312.6
12Claude Fable 5.1 (medium with fallback)Anthropic闭源492.9801M58.07.616.3
13Muse Spark 1.3 (max)Meta闭源481.6001M236.034.645.2
14GPT-6 Sol (max)OpenAI闭源481.060872K90.0112.7118.2
15Claude Fable 5.1 (low with fallback)Anthropic闭源472.3701M58.05.213.7
16Grok 4.7 (xhigh)SpaceXAI闭源463.740500K83.054.460.5
17Grok 4.7 (high)SpaceXAI闭源462.730500K83.042.148.1
18MiMo-V2.6-ProXiaomi开源460.1301M49.04.055.5
19GPT-6 Astra (low)OpenAI闭源460.8201M56.02.411.4
20Qwen3.8 Max (0902)Alibaba闭源455.410984K39.03.066.9
21Muse Spark 1.3 (xhigh)Meta闭源451.3701M221.027.638.9
22GLM-5.3 (max)Z AI开源452.0101M92.02.629.7
23Grok 4.6 (high)SpaceXAI闭源441.860500K68.027.134.5
24Grok 4.6 (xhigh)SpaceXAI闭源442.320500K72.031.838.6
25GPT-6 Sol (xhigh)OpenAI闭源440.530872K83.035.241.3
26Step 5 PreviewStepFun闭源440.7201M80.03.034.4
27Kimi K3 (max)Kimi开源442.0001.05M———
28Grok 4.6 (medium)SpaceXAI闭源431.500500K71.023.730.8
29GPT-6 Sol (high)OpenAI闭源430.370872K83.08.514.5
30Claude Opus 5.5 (low with fallback)Anthropic闭源420.5501M81.06.212.4
31GPT-5.6 Terra (max)OpenAI闭源421.4001M103.0133.5138.3
32GLM-5.3-FlashZ AI开源420.2501M57.03.147.3
33Gemini 3.8 Flash (high)Google闭源411.2401M311.031.533.1
34Qwen3.8 2.4T A95BAlibaba开源402.160984K38.03.068.1
35Qwen3.8-Flash-NextAlibaba开源400.370256K58.02.645.3
36GPT-6 Sol (medium)OpenAI闭源400.250872K———
37Gemini 3.8 Flash (medium)Google闭源400.9301M———
38DeepSeek V4.1 Flash (max)DeepSeek开源390.2701M221.01.112.4
39Claude Sonnet 5 (max)Anthropic闭源385.0901M79.0160.5166.8
40GPT-5.6 Terra (xhigh)OpenAI闭源380.6301M94.020.626.0
41MiMo-V2.6-FlashXiaomi开源380.0601M59.03.846.0
42GPT-6 Luna (max)OpenAI闭源370.0701M167.093.796.7
43DeepSeek V4 Pro 0813 (max)DeepSeek开源360.6701M101.01.726.5
44Grok 4.6 (low)SpaceXAI闭源350.480500K64.06.214.0
45DeepSeek V4 Flash Vision (max)DeepSeek闭源350.3101M227.01.112.1
46Kimi K3 (low)Kimi开源34—1.05M———
47Claude Sonnet 5 (xhigh)Anthropic闭源342.8701M70.014.321.5
48GLM-5.3 (low)Z AI开源340.8501M80.03.134.3
49GPT-5.6 Terra (high)OpenAI闭源340.3401M96.02.57.7
50GPT-6 Sol (low)OpenAI闭源340.130872K83.01.97.9
51GPT-6 Luna (xhigh)OpenAI闭源340.0401M157.011.614.8
52Qwen3.8 27B (xhigh)Alibaba开源341.010256K46.03.857.8
53Motif 3Motif Technologies开源34—262K———
54Gemini 3.8 Flash (low)Google闭源33—1M———
55GPT-5.3 Codex (xhigh)OpenAI闭源33—400K117.068.372.6
56Motif 3 (Beta)Motif Technologies闭源32—262K———
57GPT-6 Luna (high)OpenAI闭源320.0301M156.05.58.7
58Claude Sonnet 5 (high)Anthropic闭源321.7901M67.04.011.4
59K2 Horizon 375B A23BInstitute of Foundation Models开源31—524K———
60GPT-5.6 Terra (medium)OpenAI闭源300.1801M98.01.66.7
61Gemini 3.1 Pro PreviewGoogle闭源300.6701M115.028.833.2
62GPT-6 Luna (medium)OpenAI闭源290.0201M———
63MiniMax-M3MiniMax开源290.5101M154.01.117.3
64Nex-N2-ProNex AGI开源28—262K———
65Solar Pro 4Upstage闭源28—512K94.02.028.6
66GPT-6 Sol (Non-reasoning)OpenAI闭源280.330872K79.00.97.3
67Claude Sonnet 5 (medium)Anthropic闭源281.0001M61.01.79.8
68Inkling SmallThinking Machines开源28—1M212.02.013.8
69Qwen3.8 27B (medium)Alibaba开源281.130256K53.03.950.9
70GPT-5.6 Terra (low)OpenAI闭源270.1401M100.01.56.5
71JT-4.1 Flash 236B A21BChina Mobile闭源27—256K———
72Quasar 438B (max)Multiverse Computing闭源272.0201M147.01.218.2
73Apodex 1.1Apodex闭源260.460256K———
74Qwen3.8 27B (low)Alibaba开源261.050256K54.03.850.1
75GPT-5.5 Instant (June 2026)OpenAI闭源260.690400K157.01.016.9
76MiMo-V2.5-ProXiaomi开源260.0501M37.02.369.8
77Kimi K2.7 CodeKimi开源260.540256K———
78K2 Horizon MoVA 36B A4BInstitute of Foundation Models开源25—524K———
79Hy3Tencent开源250.070256K86.03.031.9
80MiMo-V2.5Xiaomi开源25—1M49.027.278.6
81Qwen3.7 PlusAlibaba闭源250.2201M66.02.240.1
82InklingThinking Machines开源25—1M194.01.814.7
83Ling 3.0 FlashInclusionAI开源25—262K373.03.19.8
84Solar Open2 250BUpstage开源25—1.05M———
85DeepSeek V4.1 Flash (Non-reasoning)DeepSeek开源250.1501M249.01.13.1
86Ling-3.0-flash-VLInclusionAI开源25—262K144.01.819.2
87Claude Sonnet 5 (low)Anthropic闭源240.5101M58.01.29.8
88Claude Sonnet 5 (Non-reasoning)Anthropic闭源23—1M66.01.18.7
89Nemotron 3 UltraNVIDIA开源230.600262K214.01.114.1
90A.X-K2SK Telecom开源23—262K———
91Ling-3.0-flash-FinInclusionAI开源23—262K161.01.717.2
92MiMo-V2-Flash (Feb 2026)Xiaomi开源22—256K———
93Gemini 3.5 Flash-LiteGoogle闭源220.1201M338.010.011.5
94G9v3-39A5BAI9Stars开源22—131K———
95KAT-Coder-Pro V2KwaiKAT闭源22—256K———
96Qwen3.5 397B A17B (Non-reasoning)Alibaba开源21—262K93.02.37.7
97GPT-6 Luna (low)OpenAI闭源210.0041M158.02.15.3
98GPT-5.6 Terra (Non-reasoning)OpenAI闭源210.1401M97.00.85.9
99K2 Horizon 7BInstitute of Foundation Models开源21—524K———
100Qwen3.5 Omni PlusAlibaba闭源20—256K102.02.27.1
101o3OpenAI闭源20—200K150.05.58.9
102Qwen3.8 27BAlibaba开源202.490256K54.03.913.1
103K-EXAONE 2.0LG AI Research开源20—262K———
104Step 3.7 FlashStepFun开源19—262K191.02.515.6
105LongCat 2.0LongCat开源190.0601M———
106Gemma 4 31BGoogle开源19—256K35.01.064.3
107JT-35B-FlashChina Mobile闭源19—256K———
108Qwen3.5 397B A17BAlibaba开源180.470262K94.02.341.5
109MiMo-V2.5-Pro (Non-reasoning)Xiaomi开源18—1M28.02.420.3
110GPT-6 Luna (Non-reasoning)OpenAI闭源180.0101M148.00.74.1
111Qwen3.6 35B A3BAlibaba开源180.480262K127.02.148.7
112Qwen3.5 122B A10B (Non-reasoning)Alibaba开源18—262K146.02.45.8
113Muse Glimmer (high)Meta开源170.060131K130.01.420.6
114Doubao Seed CodeByteDance Seed闭源17—256K———
115Claude 4.5 HaikuAnthropic闭源170.280200K83.018.924.9
116Gemma 4 26B A4BGoogle开源17—256K———
117Ring-2.6-1TInclusionAI开源170.290262K126.04.023.9
118K2 Horizon 3.7BInstitute of Foundation Models开源16—524K———
119Qwen3.5 122B A10BAlibaba开源160.320262K137.02.420.6
120Claude 4.5 Haiku (Non-reasoning)Anthropic闭源15—200K82.00.76.7
121Ling 3.0 TinyInclusionAI开源15—262K39.02.767.6
122Qwen3.6 35B A3B (Non-reasoning)Alibaba开源15—262K144.02.15.6
123Granite 4.2 30BIBM开源15—131K77.00.933.5
124ERNIE 5.0 Thinking PreviewBaidu闭源14—128K———
125Mistral Medium 3.5Mistral开源140.500256K168.02.217.2
126Gemma 4 12BGoogle开源14—256K115.02.524.2
127Nova 2.0 Pro Preview (medium)Amazon闭源14—256K116.015.136.6
128Gemma 4 31B (Non-reasoning)Google开源14—256K49.02.212.3
129Qwen3.5 9BAlibaba开源14—262K42.02.261.2
130Nova 2.0 Omni (medium)Amazon闭源14—1M———
131Apriel-v1.6-15B-ThinkerServiceNow开源13—128K———
132Nova 2.0 Lite (high)Amazon闭源13—1M172.011.726.2
133Qwen3.5 9B (Non-reasoning)Alibaba开源13—262K75.00.87.5
134EXAONE 4.5 33BLG AI Research开源13—262K———
135Command A+Cohere开源130.000192K212.00.412.2
136Gemma 4 26B A4B (Non-reasoning)Google开源13—256K106.01.05.7
137Qwen3.5 4BAlibaba开源13—262K24.00.8103.9
138Nemotron 3.5 LightningNVIDIA开源130.1001M292.00.69.2
139Nemotron 3 SuperNVIDIA开源131.6401M166.01.416.5
140Nova 2.0 Pro Preview (low)Amazon闭源13—256K117.010.231.7
141Nova 2.0 Lite (medium)Amazon闭源12—1M163.013.128.4
142Qwen3.5 Omni FlashAlibaba闭源12—256K249.01.83.9
143MiniCPM5-2BOpenBMB开源12—131K———
144Mercury 2.5Inception闭源120.120260K842.03.13.7
145JT-MINIChina Mobile闭源12—128K———
146Magistral Medium 1.2Mistral闭源12—128K———
147Nova 2.0 Lite (low)Amazon闭源12—1M165.07.022.1
148HyperNova 60B 2605 (high)Multiverse Computing开源12—131K———
149Nemotron Cascade 2 30B A3BNVIDIA开源12—1M———
150gpt-oss-120b (high)OpenAI开源120.110131K236.00.911.5
151K2 Think V2Institute of Foundation Models开源11—262K———
152LongCat Flash LiteLongCat开源11—256K———
153HyperCLOVA X SEED Think (32B)Naver开源11—128K———
154Mistral Small 4Mistral开源110.020256K177.00.814.9
155Qwen3 Next 80B A3B (Reasoning)Alibaba开源11—262K191.02.415.5
156Nova 2.0 Omni (low)Amazon闭源11—1M———
157Granite 4.2 8BIBM开源110.020131K75.00.934.2
158Mi:dm K 2.5 ProKorea Telecom闭源11—128K———
159G9v3-3BAI9Stars开源11—131K———
160Trinity Large ThinkingArcee AI开源110.120512K314.01.29.2
161Qwen3.5 4B (Non-reasoning)Alibaba开源11—262K23.00.822.4
162INTELLECT-3Prime Intellect开源11—131K———
163Solar Open 100BUpstage开源10—128K———
164Nemotron 3 Nano Omni 30B A3BNVIDIA开源10—256K263.00.510.0
165gpt-oss-120b (low)OpenAI开源10—131K239.00.911.4
166Llama 4 MaverickMeta开源10—1M109.00.95.5
167Nova 2.0 Pro Preview (Non-reasoning)Amazon闭源10—256K111.01.05.5
168gpt-oss-20b (low)OpenAI开源10—131K233.01.011.7
169North Mini CodeCohere开源100.000256K84.00.430.1
170K2-V2 (high)Institute of Foundation Models开源10—512K———
171Qwen3 Next 80B A3BAlibaba开源10—262K183.02.24.9
172DiffusionGemma 26B A4BGoogle开源10—256K———
173Gemma 4 12B (Non-reasoning)Google开源9—262K124.02.46.5
174Mistral Large 3Mistral开源90.030256K80.01.07.3
175Qwen3 Coder NextAlibaba开源90.550256K125.01.25.2
176Motif-2-12.7BMotif Technologies闭源9—128K———
177Nova PremierAmazon闭源9—1M———
178Granite 4.2 3BIBM开源90.010131K218.00.512.0
179K2-V2 (medium)Institute of Foundation Models开源9—512K———
180Mistral Small 4 (Non-reasoning)Mistral开源9—256K160.00.73.9
181Tri-21B-ThinkTrillion Labs开源9—32K———
182gpt-oss-20b (high)OpenAI开源90.010131K169.00.815.6
183Gemma 4 E4BGoogle开源9—128K60.00.942.8
184Nemotron 3 NanoNVIDIA开源90.0201M188.01.114.4
185MiniCPM5-1BOpenBMB开源9—128K———
186Sarvam 105B (high)Sarvam开源9—128K———
187Nova 2.0 Lite (Non-reasoning)Amazon闭源9—1M176.01.03.9
188MiniCPM5-1B (Non-reasoning)OpenBMB开源9—128K———
189Magistral Small 1.2Mistral开源9—128K———
190Nanbeige4.1-3BNanbeige开源8—256K———
191LFM2.5-2.6BLiquid AI开源8—128K———
192EXAONE 4.0 32BLG AI Research开源8—131K———
193Nova 2.0 Omni (Non-reasoning)Amazon闭源8—1M———
194Llama 4 ScoutMeta开源8—10M112.00.85.3
195Hermes 4 70BNous Research开源8—128K———
196Falcon-H1R-7BTII UAE开源8—256K———
197Gemma 4 E2BGoogle开源8—128K———
198Qwen3 Omni 30B A3B (Reasoning)Alibaba开源8—65.5K101.02.026.7
199Step3 VL 10BStepFun开源8—65.5K———
200Llama 3.3 70BMeta开源8—128K89.01.77.3
201Llama Nemotron UltraNVIDIA开源8—128K———
202ERNIE 4.5 300B A47BBaidu开源8—131K———
203Hermes 4 405BNous Research开源7—128K43.02.360.2
204NVIDIA Nemotron Nano 12B v2 VLNVIDIA开源7—128K———
205Gemma 4 E4B (Non-reasoning)Google开源7—128K60.00.89.1
206NVIDIA Nemotron Nano 9B V2NVIDIA开源7—131K116.04.125.7
207Hermes 4 405B (Non-reasoning)Nous Research开源7—128K43.02.313.8
208Nemotron 3 Nano 4BNVIDIA开源7—262K———
209K2-V2 (low)Institute of Foundation Models开源7—512K———
210Kimi Linear 48B A3B InstructKimi开源7—1M———
211Llama 3.1 405BMeta开源7—128K———
212LFM2.5-8B-A1BLiquid AI开源7—32.8K———
213Ring-flash-2.0InclusionAI开源7—128K———
214Olmo 3.1 32B ThinkAllen Institute for AI开源7—65.5K———
215Command ACohere开源7—256K60.01.710.0
216Qwen3.5 2BAlibaba开源7—262K———
217Nemotron 3 Nano (Non-reasoning)NVIDIA开源7—1M241.00.93.0
218NVIDIA Nemotron Nano 9B V2 (Non-reasoning)NVIDIA开源7—131K162.01.95.0
219Hermes 4 70B (Non-reasoning)Nous Research开源7—128K———
220Sarvam 30B (high)Sarvam开源7—65.5K———
221Olmo 3.1 32B InstructAllen Institute for AI开源6—65.5K———
222Gemma 4 E2B (Non-reasoning)Google开源6—128K———
223R1 1776Perplexity开源6—128K———
224Llama 3.2 90B (Vision)Meta开源6—128K———
225Celeris-1Celeris闭源60.050131K1,509.00.60.9
226Phi-4 MiniMicrosoft开源6—128K45.00.812.0
227EXAONE 4.0 32B (Non-reasoning)LG AI Research开源6—131K———
228Qwen3.5 2B (Non-reasoning)Alibaba开源6—262K———
229Qwen3.5 0.8BAlibaba开源6—262K———
230DeepHermes 3 - Mistral 24BNous Research开源6—32K———
231Jamba 1.7 LargeAI21 Labs开源6—256K———
232Granite 4.0 H SmallIBM开源6—128K15.035.970.3
233Ministral 3 14BMistral开源60.020256K86.00.96.8
234Qwen3 Omni 30B A3BAlibaba开源6—65.5K96.01.97.1
235LFM2 24B A2BLiquid AI开源6—32.8K———
236Phi-4Microsoft开源6—16K40.02.514.9
237Nova MicroAmazon闭源6—130K248.00.82.9
238NVIDIA Nemotron Nano 12B v2 VL (Non-reasoning)NVIDIA开源6—128K201.01.13.6
239Phi-4 MultimodalMicrosoft开源6—128K17.00.829.8
240MiniCPM-V 4.6 1.3BOpenBMB开源6—262K———
241Jamba Reasoning 3BAI21 Labs开源6—262K———
242Reka Flash 3Reka AI开源6—128K———
243Olmo 3 7B ThinkAllen Institute for AI开源6—65.5K———
244Molmo 7B-DAllen Institute for AI开源6—4.1K———
245Ministral 3 8BMistral开源50.010256K101.00.85.7
246Llama 3.2 11B (Vision)Meta开源5—128K16.02.334.2
247Qwen3.5 0.8B (Non-reasoning)Alibaba开源5—262K———
248Exaone 4.0 1.2BLG AI Research开源5—64K———
249Olmo 3 7BAllen Institute for AI开源5—65.5K———
250Exaone 4.0 1.2B (Non-reasoning)LG AI Research开源5—64K———
251LFM2.5-1.2B-ThinkingLiquid AI开源5—32K———
252Jamba 1.7 MiniAI21 Labs开源5—258K———
253LFM2.5-1.2B-InstructLiquid AI开源5—32K———
254Granite 4.0 H 1BIBM开源5—128K———
255Gemma 3 270MGoogle开源5—32K———
256Apertus 70B InstructSwiss AI Initiative开源5—65.5K———
257Granite 4.0 MicroIBM开源5—128K———
258DeepHermes 3 - Llama-3.1 8BNous Research开源5—128K———
259Molmo2-8BAllen Institute for AI开源5—36.9K———
260Ministral 3 3BMistral开源50.010256K206.00.73.1
261LFM2.5-VL-1.6BLiquid AI开源5—32K———
262Granite 4.0 350MIBM开源5—32.8K———
263Tiny Aya GlobalCohere开源5—8.19K———
264Apertus 8B InstructSwiss AI Initiative开源5—65.5K———
265Granite 4.0 H 350MIBM开源5—32.8K———
266K2 Horizon 0.9BInstitute of Foundation Models开源3—131K———

AA指数Top50条形图

相同厂商颜色相同,横向条形图按指数排序。

AA指数与成本散点图

双子图共用横轴(任务平均成本,对数轴):上图为全部模型散点 + 红色实线全局帕累托前沿;下图为各厂商自身的帕累托前沿(虚线,非前沿点已剔除)。右上角下拉选择器同时控制两个子图,坐标轴范围固定不变。⚠ 仅统计 AA 提供 API 定价的模型(103/266),免费($0)模型不适用对数成本轴未含在本图;开源自部署模型多无统一定价。