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竞争格局追踪器

分析完整的AI模型生态系统,通过评分与价格轴定位 300 个模型。发现以低成本提供顶级性能的隐藏宝藏,并识别应避免的价格偏高模型。

格局概览

总计分析
300
个模型已分析
高端领导者
97
高评分 + 高成本
隐藏宝藏
46
高评分 + 低成本
经济选择
95
低评分 + 低成本
价格偏高
47
低评分 + 高成本

模型象限分布

Premium Leaders32.3%
Hidden Gems15.3%
Budget Options31.7%
Overpriced15.7%
Free Tier5.0%
LMMarketCap.com

象限图

评分与价格定位
高评分
隐藏宝藏
最佳性价比 - 高质量、低价格
46个模型
平均分: 79
高端领导者
顶级品质,但价格昂贵
97个模型
平均分: 86
经济选择
价格实惠,性能较低
95个模型
平均分: 54
价格偏高
成本高,评分不理想
47个模型
平均分: 54
低成本高成本

隐藏宝藏

高于中位数评分、低于中位数成本 - 按性价比排序
#模型评分成本/1M性价比
1GPT-5 Nano (batch)OpenAI77$0.112682.7
2Gemini 2.5 Flash Lite (batch)Google79$0.125632.8
3GLM 5.3 Flash (batch)Zhipu AI78$0.163479.4
4Gemma 4 31BGoogle81$0.215374.4
5Gemma 4 26B A4B Google73$0.195374.4
6MiMo-V2.5Xiaomi73$0.210347.6
7Gemini 2.5 Flash LiteGoogle79$0.250316.4
8GPT-5.6 Luna Pro (batch)OpenAI89$0.350254.3
9GPT-5.6 Luna (batch)OpenAI89$0.350254.3
10DeepSeek V3.2DeepSeek83$0.334249.3
11GLM 5.3 FlashZhipu AI78$0.325240.0
12Hy3Tencent74$0.330225.5
13GPT-5.4 Nano (batch)OpenAI79$0.362218.8
14GPT-5 Mini (batch)OpenAI77$0.563136.5
15GPT-5.6 Luna ProOpenAI89$0.700127.1
16GPT-5.6 LunaOpenAI89$0.700127.1
17Gemma 2 27BGoogle77$0.650119.1
18MiMo-V2.6-ProXiaomi76$0.652116.8
19MiMo-V2.5-ProXiaomi76$0.652116.8
20Gemini 2.5 Flash (batch)Google79$0.700113.0
21GPT-5.4 NanoOpenAI79$0.725109.4
22Gemini 3.5 Flash Lite (batch)Google77$0.700109.3
23Gemini 3 Flash Preview (batch)Google88$0.875101.0
24MiniMax M3MiniMax74$0.75098.5
25Qwen3.5-35B-A3BAlibaba76$0.78197.3
26GLM 5.3 FlashXZhipu AI78$0.81096.2
27Qwen3.7 PlusAlibaba76$0.80094.5
28Gemini 3.1 Flash Lite PreviewGoogle79$0.87590.6
29Qwen3.5-27BAlibaba77$0.87887.7
30GPT-5.1-Codex-MiniOpenAI88$1.1378.0
31Gemini 3.8 Flash (batch)Google81$1.1372.0
32Qwen3.5 Plus 2026-04-20Alibaba75$1.0571.2
33GLM 4.7Zhipu AI75$1.0769.9
34GLM 4.6Zhipu AI75$1.0968.9
35Qwen3.5-122B-A10BAlibaba78$1.1766.4
36Qwen3.6 PlusAlibaba74$1.1465.1
37GLM 5Zhipu AI78$1.2661.9
38GPT-5.4 Mini (batch)OpenAI79$1.3160.4
39R1 0528DeepSeek79$1.3359.9
40o4 Mini (batch)OpenAI81$1.3859.2
41GLM 5.2Zhipu AI79$1.3558.4
42GLM 5.3Zhipu AI79$1.3558.0
43Gemini 2.5 FlashGoogle79$1.4056.5
44Gemini 3.5 Flash LiteGoogle77$1.4054.6
45o3 Mini (batch)OpenAI74$1.3854.0
46GLM 4.5Zhipu AI75$1.4053.6

高端领导者

高于中位数评分和成本 - 按评分排序
#模型评分成本/1M
1Claude Fable 5.1Anthropic96$30.00
2Claude Fable 5.1 (batch)Anthropic96$15.00
3Claude Fable 5Anthropic96$30.00
4Claude Fable 5 (batch)Anthropic96$15.00
5Claude Opus 5Anthropic95$15.00
6Claude Opus 4.8Anthropic95$15.00
7Claude Opus 4.7Anthropic95$15.00
8Claude Opus 4.7 (batch)Anthropic95$7.50
9Claude Opus 4.8 (batch)Anthropic95$7.50
10GPT-5.5 ProOpenAI93$105.00
11GPT-5.5 Pro (batch)OpenAI93$52.50
12GPT-5.5OpenAI93$17.50
13GPT-5.5 (batch)OpenAI93$8.75
14Gemini 3.1 Pro Preview Custom ToolsGoogle92$7.00
15Gemini 3.1 Pro PreviewGoogle92$7.00
16Gemini 3.1 Pro Preview (batch)Google92$3.50
17GPT-5.4 ProOpenAI92$105.00
18GPT-5.4 Pro (batch)OpenAI92$52.50
19GPT-5.4OpenAI92$8.75
20GPT-5.4 (batch)OpenAI92$4.38
21GPT-5.3-CodexOpenAI91$7.88
22GPT-5.2-CodexOpenAI91$7.88
23GPT-5.2 ChatOpenAI91$7.88
24GPT-5.2 ProOpenAI91$94.50
25GPT-5.2 Pro (batch)OpenAI91$47.25
26GPT-5.2OpenAI91$7.88
27GPT-5.2 (batch)OpenAI91$3.94
28Claude Opus 4.6Anthropic90$15.00
29Claude Opus 4.6 (batch)Anthropic90$7.50
30GPT-5.6 Terra ProOpenAI89$7.00
31GPT-5.6 Terra Pro (batch)OpenAI89$3.50
32GPT-5.6 TerraOpenAI89$7.00
33GPT-5.6 Terra (batch)OpenAI89$3.50
34GPT-5.6 Sol ProOpenAI89$6.00
35GPT-5.6 Sol Pro (batch)OpenAI89$3.00
36GPT-5.6 SolOpenAI89$6.00
37GPT-5.6 Sol (batch)OpenAI89$3.00
38Grok 4.7xAI89$3.20
39Grok 4.6xAI89$4.00
40Grok 4.5xAI89$4.00
41Grok 4.3xAI89$1.88
42Grok 4.20xAI89$1.88
43GPT-5.1-Codex-MaxOpenAI89$5.63
44GPT-5.1OpenAI89$5.63
45GPT-5.1-CodexOpenAI89$5.63
46GPT-5 ProOpenAI89$67.50
47GPT-5 Pro (batch)OpenAI89$33.75
48GPT-5OpenAI89$5.63
49GPT-5 (batch)OpenAI89$2.81
50Gemini 3 Flash PreviewGoogle88$1.75
51Grok 4.20 Multi-AgentxAI88$1.88
52GPT-5.1 (batch)OpenAI88$2.81
53o3 ProOpenAI87$50.00
54o3OpenAI87$5.00
55o3 (batch)OpenAI87$2.50
56Claude Sonnet 5Anthropic85$6.00
57Claude Sonnet 4.6Anthropic85$9.00
58Claude Sonnet 4.6 (batch)Anthropic85$4.50
59Claude Opus 4.5Anthropic85$15.00
60Claude Opus 4.5 (batch)Anthropic85$7.50
61Gemini 2.5 ProGoogle84$5.63
62Gemini 2.5 Pro (batch)Google84$2.81
63Gemini 2.5 Pro Preview 06-05Google84$5.63
64Claude Sonnet 4.5Anthropic82$9.00
65Claude Sonnet 4.5 (batch)Anthropic82$4.50
66GPT-6 AstraOpenAI82$30.00
67GPT-6 Astra (batch)OpenAI82$15.00
68GPT-6 Astra ProOpenAI82$30.00
69GPT-6 Astra Pro (batch)OpenAI82$15.00
70o4 MiniOpenAI81$2.75
71Gemini 3.8 FlashGoogle81$2.25
72Grok 4.3 (batch)xAI81$1.50
73Muse Spark 1.3meta81$2.75
74Muse Spark 1.2meta81$2.75
75Muse Spark 1.1meta81$2.75
76Qwen3.5 397B A17BAlibaba79$2.02
77GPT-5.4 MiniOpenAI79$2.63
78Gemini 3.5 FlashGoogle79$5.25
79Gemini 3.5 Flash (batch)Google79$2.63
80GLM 5.3 (batch)Zhipu AI79$1.45
81GLM 5.2 (batch)Zhipu AI79$1.45
82GLM 5.1Zhipu AI78$2.00
83GLM 5 TurboZhipu AI78$2.60
84Kimi K2.6Moonshot AI76$2.48
85Qwen3.8 Max (0902)Alibaba76$4.00
86o3 MiniOpenAI75$2.75
87Claude Opus 4.1 (batch)Anthropic75$22.50
88Qwen3.7 MaxAlibaba75$2.95
89Qwen3.6 Max PreviewAlibaba75$3.59
90Claude Opus 4.1Anthropic74$45.00
91o1OpenAI74$37.50
92Claude Sonnet 4Anthropic74$9.00
93R1DeepSeek74$1.60
94o1-proOpenAI74$375.00
95Qwen3.8 27BAlibaba73$1.71
96Inklingthinkingmachines73$2.52
97GLM 5V TurboZhipu AI72$2.60

经济选择

低于中位数评分和成本 - 按评分排序
#模型评分成本/1M
1DeepSeek V3.2 ExpDeepSeek72$0.340
2DeepSeek V3.1DeepSeek72$0.600
3DeepSeek V3 0324DeepSeek72$0.625
4MiniMax M2.7MiniMax72$0.750
5MiniMax M2.5MiniMax72$0.675
6MiniMax M2.1MiniMax71$0.750
7MiniMax M2MiniMax71$0.637
8MiniMax M1MiniMax71$1.30
9GLM 4.5 AirZhipu AI71$0.490
10Llama 4 MaverickMeta71$0.420
11DeepSeek V3DeepSeek70$0.605
12Qwen3 VL 235B A22B InstructAlibaba69$1.05
13DeepSeek V3.1 TerminusDeepSeek69$0.635
14GPT-4o-miniOpenAI69$0.375
15Inkling Smallthinkingmachines69$0.825
16Qwen3.5-FlashAlibaba69$0.163
17Hy3 previewTencent68$0.390
18Qwen3.5 Plus 2026-02-15Alibaba68$0.910
19MiniMax M2-herMiniMax68$0.750
20Mistral Large 3 2512 (batch)Mistral AI67$0.500
21Llama 3.3 70B InstructMeta67$0.210
22Qwen3 Next 80B A3B ThinkingAlibaba67$0.675
23Qwen3 Next 80B A3B InstructAlibaba67$0.595
24Qwen3.5-9BAlibaba67$0.125
25Step 3.5 FlashStepFun66$0.200
26GLM 4.6VZhipu AI66$0.600
27Qwen3 235B A22B Thinking 2507Alibaba65$1.26
28Llama 3.1 70B InstructMeta65$0.400
29Qwen3 235B A22B Instruct 2507Alibaba65$0.219
30Qwen3 30B A3B Thinking 2507Alibaba64$1.30
31Qwen3 30B A3B Instruct 2507Alibaba64$0.121
32Qwen3 30B A3BAlibaba64$0.310
33GLM 4.7 FlashZhipu AI64$0.230
34Trinity Large Thinkingarcee-ai63$0.525
35GPT-4o-mini (batch)OpenAI63$0.188
36GLM 4.5VZhipu AI62$1.20
37GPT-5 NanoOpenAI62$0.225
38gpt-oss-120bOpenAI62$0.375
39Mercury 2.5Inception61$0.095
40Qwen3 8BAlibaba61$0.286
41Mercury 2Inception61$0.500
42Nova 2 LiteAmazon60$1.40
43Llama 4 ScoutMeta60$0.200
44Phi 4Microsoft60$0.105
45GPT-4.1 Mini (batch)OpenAI59$0.500
46GPT-4.1 Nano (batch)OpenAI59$0.125
47gpt-oss-20bOpenAI57$0.080
48GPT-4o-mini (2024-07-18)OpenAI57$0.375
49GPT-4.1 MiniOpenAI56$1.000
50Qwen3 235B A22BAlibaba54$1.14
51Granite 4.2 8BIBM54$0.155
52GPT-5 MiniOpenAI54$1.13
53Claude 3 HaikuAnthropic51$0.750
54Command R (08-2024)Cohere49$0.375
55Kimi K2.5Moonshot AI48$1.35
56Llama 3.1 8B InstructMeta45$0.065
57GPT-4.1 NanoOpenAI42$0.250
58R1 Distill Llama 70BDeepSeek41$0.800
59MiMo-V2.6-FlashXiaomi40$0.210
60Ternary Bonsai 2 27Bprism-ml40$0.287
61DeepSeek Pro Latest~deepseek40$1.24
62DeepSeek Flash Latest~deepseek40$0.300
63Schematron V2 Turboinference-net40$0.090
64Schematron V2 Smallinference-net40$0.140
65GPT Luna Latest~openai40$0.700
66Ling 3.0 Flash VLinclusionai40$0.120
67DeepSeek V4.1 FlashDeepSeek40$0.375
68Muse Spark 1.3 Contributormeta40$0.150
69Ling 3.0 Flash Fininclusionai40$0.120
70GLM Flash Latest~z-ai40$0.163
71Qwen3.8 FlashAlibaba40$0.310
72Muse Spark 1.2 Contributormeta40$0.150
73DeepSeek V4 Flash Vision ExpDeepSeek40$0.440
74DeepSeek V4 Flash Vision Exp (batch)DeepSeek40$0.220
75Hy-MT2-1.8BTencent40$0.111
76Hy-MT2-30B-A3BTencent40$0.184
77GLM Latest~z-ai40$1.35
78Hy-MT2-7BTencent40$0.184
79Gemini 3.7 Flash (batch)Google40$1.13
80DeepSeek V4 Pro 0813DeepSeek40$1.24
81DeepSeek V4 Pro 0813 (batch)DeepSeek40$1.32
82Nemotron 3.5 LightningNVIDIA40$0.135
83Solar Pro 4Upstage40$0.225
84Muse Glimmer 30Bmeta40$0.750
85Muse Glimmer 30B (batch)meta40$0.463
86DeepSeek V4 Flash Latest~deepseek40$0.515
87DeepSeek V4 Flash 0731DeepSeek40$0.340
88DeepSeek V4 Flash 0731 (batch)DeepSeek40$0.220
89Qwen3.7 FlashAlibaba40$0.080
90Ling 3.0 Flashinclusionai40$0.042
91Laguna S 2.1poolside40$0.135
92Gemini 3.6 Flash (batch)Google40$1.13
93LongCat 2.0Meituan40$0.750
94Aion-3.0-Miniaion-labs40$1.05
95Laguna XS 2.1poolside40$0.090

价格偏高 模型

低于中位数评分、高于中位数成本
#模型评分成本/1M评分差距
1MiMo-V2.6-Pro-UltraSpeedXiaomi40$6.52-32.3
2Paretounbiased40$5.00-32.3
3GPT Astra Latest~openai40$30.00-32.3
4GPT Sol Latest~openai40$6.00-32.3
5GPT Terra Latest~openai40$7.00-32.3
6Fugu Ultra v2sakana40$17.50-32.3
7Fugu Maxsakana40$4.00-32.3
8Hy4 previewTencent40$1.67-32.3
9Gemini 3.7 FlashGoogle40$2.25-32.3
10Seed 2.1 TurboByteDance40$1.50-32.3
11Qwen3.8 2.4T A95BAlibaba40$4.00-32.3
12Seed-2.0-CodeByteDance40$1.75-32.3
13Sakana Namazusakana40$2.48-32.3
14Claude Opus 5 (batch)Anthropic40$7.50-32.3
15Gemini 3.6 FlashGoogle40$2.25-32.3
16Kimi K3Moonshot AI40$9.00-32.3
17KAT-Coder-Pro V2.5Kuaishou40$1.85-32.3
18Grok Latest~x-ai40$3.20-32.3
19Aion-3.0aion-labs40$4.50-32.3
20Claude Sonnet 5 (batch)Anthropic40$3.00-32.3
21Fugu Ultrasakana40$17.50-32.3
22Kimi K2.7 CodeMoonshot AI40$2.00-32.3
23Command R+ (08-2024)Cohere49$6.25-23.6
24Command ACohere51$6.25-21.5
25GPT-4 Turbo (batch)OpenAI62$10.00-10.8
26Mixtral 8x22B InstructMistral AI63$4.00-8.9
27o3 Mini HighOpenAI64$2.75-8.4
28GPT-4OpenAI65$45.00-7.4
29Composer 2Cursor66$1.50-6.6
30Composer 2 FastCursor66$4.50-6.6
31Mistral Large 2407Mistral AI66$4.00-6.4
32Mistral LargeMistral AI66$4.00-6.4
33GPT-4 TurboOpenAI67$20.00-5.6
34Qwen3 MaxAlibaba67$2.34-4.9
35GPT-4.1OpenAI68$5.00-4.6
36GPT-4.1 (batch)OpenAI68$2.50-4.6
37Qwen3 Max ThinkingAlibaba68$2.34-4.1
38Qwen3 VL 235B A22B ThinkingAlibaba69$2.20-3.0
39Claude Haiku 4.5Anthropic70$3.00-2.4
40Claude Haiku 4.5 (batch)Anthropic70$1.50-2.4
41GPT-4o (2024-11-20)OpenAI71$6.25-1.1
42GPT-4o (2024-08-06)OpenAI71$6.25-1.1
43GPT-4oOpenAI71$6.25-1.1
44GPT-4o (2024-05-13)OpenAI71$10.00-1.1
45Mistral Medium 3.5Mistral AI72$4.50-0.7
46GPT-4o (batch)OpenAI72$3.13-0.3
47o4 Mini HighOpenAI72$2.75-0.2

免费版分析

15 零API成本模型
#模型评分
1Gemma 4 31B (free)Google81
2GLM 5.2 (free)Zhipu AI76
3Gemma 4 26B A4B (free)Google73
4Qwen3.8 27B (free)Alibaba73
5Inkling (free)thinkingmachines73
6Inkling Small (free)thinkingmachines69
7Ling 3.0 Flash VL (free)inclusionai40
8Ling 3.0 Flash Sante (free)inclusionai40
9Ling 3.0 Flash Fin (free)inclusionai40
10Dots3-Note Preview (free)dots-studio40
11LFM2.5-2.6B (free)Liquid AI40
12Nemotron 3.5 Lightning (free)NVIDIA40
13Laguna S 2.1 (free)poolside40
14Laguna XS 2.1 (free)poolside40
15North Mini Code (free)Cohere40

市场洞察

中位数阈值

72 为中位数评分,$1.45/1M tokens 为中位数成本。这些阈值定义了象限边界。

隐藏宝藏比例

16.1% 的付费模型为隐藏宝藏--以低于中位数的价格提供出色品质。这些模型值得关注。

价格偏高数量

47 个模型处于价格偏高象限--低于中位数的性能却高于中位数的价格。选择前请考虑替代方案。

最佳免费模型

最佳免费模型(Gemma 4 31B (free))评分 81,超过 200 个付费模型。

Frequently Asked Questions

Hidden Gems are models that score above the median quality score while costing below the median price. They deliver top-tier performance at lower-than-typical prices, making them excellent choices for cost-conscious developers who do not want to sacrifice quality.

Models are placed into quadrants based on their composite score and average cost relative to the median. Premium Leaders have above-median scores and costs. Hidden Gems have above-median scores but below-median costs. Budget Options have below-median scores and costs. Overpriced models have below-median scores but above-median costs.

The value ratio is calculated as composite score divided by average cost per million tokens. A higher ratio means you get more quality per dollar spent. This metric helps identify models that punch above their weight class in terms of price-to-performance efficiency.

AI Model Competitive Landscape - Score vs Price Map | LM Market Cap