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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
93
高评分 + 高成本
隐藏宝藏
49
高评分 + 低成本
经济选择
91
低评分 + 低成本
价格偏高
50
低评分 + 高成本

模型象限分布

Premium Leaders31.0%
Hidden Gems16.3%
Budget Options30.3%
Overpriced16.7%
Free Tier5.7%
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
49个模型
平均分: 79
高端领导者
顶级品质,但价格昂贵
93个模型
平均分: 86
经济选择
价格实惠,性能较低
91个模型
平均分: 54
价格偏高
成本高,评分不理想
50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
3Gemma 4 31BGoogle81$0.220365.9
4Gemma 4 26B A4B Google73$0.205356.1
5MiMo-V2.5Xiaomi73$0.210347.6
6Gemini 2.5 Flash LiteGoogle79$0.250316.4
7GPT-5.6 Luna ProOpenAI89$0.350254.3
8GPT-5.6 Luna Pro (batch)OpenAI89$0.350254.3
9GPT-5.6 LunaOpenAI89$0.350254.3
10GPT-5.6 Luna (batch)OpenAI89$0.350254.3
11DeepSeek V3.2DeepSeek81$0.320254.1
12Hy3Tencent74$0.330224.2
13GPT-5.4 Nano (batch)OpenAI79$0.362218.8
14MiniMax M3 (batch)MiniMax74$0.375197.6
15GLM 5.2Zhipu AI79$0.522150.4
16MiniMax M2.5MiniMax78$0.560139.3
17GPT-5 Mini (batch)OpenAI77$0.563136.5
18Qwen3.5-35B-A3BAlibaba76$0.570133.3
19DeepSeek V4 ProDeepSeek87$0.652132.9
20Gemma 2 27BGoogle77$0.650119.1
21MiMo-V2.5-ProXiaomi76$0.652116.8
22MiniMax M2.7MiniMax78$0.675115.6
23Gemini 2.5 Flash (batch)Google79$0.700113.0
24Gemini 3.5 Flash Lite (batch)Google77$0.700109.9
25GPT-5.4 NanoOpenAI79$0.725109.4
26Gemini 3 Flash Preview (batch)Google88$0.875101.0
27MiniMax M3MiniMax74$0.75099.1
28Qwen3.7 PlusAlibaba76$0.80094.9
29Gemini 3.1 Flash Lite PreviewGoogle79$0.87590.6
30Qwen3.5-27BAlibaba77$0.87887.7
31GPT-5.1-Codex-MiniOpenAI88$1.1378.0
32Qwen3.5 Plus 2026-04-20Alibaba75$1.0571.2
33GLM 4.7Zhipu AI75$1.0769.9
34Qwen3.6 PlusAlibaba74$1.1465.1
35GPT-5.4 Mini (batch)OpenAI79$1.3160.4
36GLM 4.6Zhipu AI75$1.2560.1
37R1 0528DeepSeek79$1.3359.9
38o4 Mini High (batch)OpenAI81$1.3859.2
39o4 Mini (batch)OpenAI81$1.3859.2
40Qwen3.5 397B A17BAlibaba79$1.3658.2
41Qwen3.5-122B-A10BAlibaba78$1.3457.8
42Inkling (batch)thinkingmachines73$1.2657.7
43Gemini 2.5 FlashGoogle79$1.4056.5
44Gemini 3.5 Flash LiteGoogle77$1.4054.9
45o3 Mini High (batch)OpenAI74$1.3854.0
46o3 Mini (batch)OpenAI74$1.3854.0
47GLM 5.2 (batch)Zhipu AI78$1.4554.0
48GLM 4.5Zhipu AI75$1.4053.6
49Kimi K2.6Moonshot AI76$1.5150.2

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 5Anthropic97$30.00
2Claude Fable 5 (batch)Anthropic97$15.00
3Claude Opus 5 (Fast)Anthropic95$30.00
4Claude Opus 5Anthropic95$15.00
5Claude Opus 4.8 (Fast)Anthropic95$30.00
6Claude Opus 4.8Anthropic95$15.00
7Claude Opus 4.7 (Fast)Anthropic95$90.00
8Claude Opus 4.7Anthropic95$15.00
9Claude Opus 4.7 (batch)Anthropic95$7.50
10Claude Opus 4.8 (batch)Anthropic95$7.50
11GPT-5.5 ProOpenAI93$105.00
12GPT-5.5 Pro (batch)OpenAI93$52.50
13GPT-5.5OpenAI93$17.50
14GPT-5.5 (batch)OpenAI93$8.75
15Gemini 3.1 Pro Preview Custom ToolsGoogle92$7.00
16Gemini 3.1 Pro PreviewGoogle92$7.00
17Gemini 3.1 Pro Preview (batch)Google92$3.50
18GPT-5.4 ProOpenAI92$105.00
19GPT-5.4 Pro (batch)OpenAI92$52.50
20GPT-5.4OpenAI92$8.75
21GPT-5.4 (batch)OpenAI92$4.38
22GPT-5.3 ChatOpenAI91$7.88
23GPT-5.3-CodexOpenAI91$7.88
24GPT-5.2-CodexOpenAI91$7.88
25GPT-5.2 ChatOpenAI91$7.88
26GPT-5.2 ProOpenAI91$94.50
27GPT-5.2 Pro (batch)OpenAI91$47.25
28GPT-5.2OpenAI91$7.88
29GPT-5.2 (batch)OpenAI91$3.94
30Claude Opus 4.6Anthropic90$15.00
31Claude Opus 4.6 (batch)Anthropic90$7.50
32GPT-5.6 Terra ProOpenAI89$3.50
33GPT-5.6 Terra Pro (batch)OpenAI89$3.50
34GPT-5.6 TerraOpenAI89$3.50
35GPT-5.6 Terra (batch)OpenAI89$3.50
36GPT-5.6 Sol ProOpenAI89$17.50
37GPT-5.6 Sol Pro (batch)OpenAI89$8.75
38GPT-5.6 SolOpenAI89$17.50
39GPT-5.6 Sol (batch)OpenAI89$8.75
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-5 Codex (batch)OpenAI89$2.81
49GPT-5OpenAI89$5.63
50GPT-5 (batch)OpenAI89$2.81
51Gemini 3 Flash PreviewGoogle88$1.75
52Grok 4.20 Multi-AgentxAI88$1.88
53GPT-5.1 (batch)OpenAI88$2.81
54o3 ProOpenAI87$50.00
55o3 Pro (batch)OpenAI87$25.00
56o3OpenAI87$5.00
57o3 (batch)OpenAI87$2.50
58Claude Sonnet 5Anthropic85$6.00
59Claude Sonnet 4.6Anthropic85$9.00
60Claude Sonnet 4.6 (batch)Anthropic85$4.50
61Claude Opus 4.5Anthropic85$15.00
62Claude Opus 4.5 (batch)Anthropic85$7.50
63Gemini 2.5 ProGoogle84$5.63
64Gemini 2.5 Pro (batch)Google84$2.81
65Gemini 2.5 Pro Preview 06-05Google84$5.63
66Gemini 2.5 Pro Preview 05-06Google84$5.63
67Claude Sonnet 4.5Anthropic82$9.00
68Claude Sonnet 4.5 (batch)Anthropic82$4.50
69Claude Opus 4.1Anthropic82$45.00
70Claude Opus 4Anthropic82$45.00
71o4 MiniOpenAI81$2.75
72Qwen3.8 MaxAlibaba81$4.00
73Muse Spark 1.2meta80$2.75
74Muse Spark 1.1meta80$2.75
75Gemini 3.6 FlashGoogle80$4.50
76Gemini 3.6 Flash (batch)Google80$2.25
77GPT-5.4 MiniOpenAI79$2.63
78Gemini 3.5 FlashGoogle79$5.25
79Gemini 3.5 Flash (batch)Google79$2.63
80GLM 5.1Zhipu AI78$1.97
81GLM 5 TurboZhipu AI78$2.60
82GLM 5Zhipu AI78$1.75
83o3 MiniOpenAI75$2.75
84Claude Opus 4.1 (batch)Anthropic75$22.50
85Qwen3.7 MaxAlibaba75$2.95
86Qwen3.6 Max PreviewAlibaba75$3.59
87Claude Sonnet 4Anthropic74$9.00
88o1OpenAI74$37.50
89o1 (batch)OpenAI74$18.75
90R1DeepSeek74$1.60
91Inklingthinkingmachines74$2.50
92o1-proOpenAI74$375.00
93o1-pro (batch)OpenAI74$187.50

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
1MiniMax M2.1MiniMax72$0.750
2MiniMax M2MiniMax72$0.637
3DeepSeek V3.2 ExpDeepSeek72$0.340
4DeepSeek V3.1DeepSeek72$0.600
5DeepSeek V3 0324DeepSeek72$0.695
6Inkling Smallthinkingmachines72$0.825
7MiniMax M1MiniMax71$1.38
8GLM 4.5 AirZhipu AI71$0.490
9Claude Haiku 4.5 (batch)Anthropic70$1.50
10DeepSeek V3DeepSeek70$0.643
11Qwen3 VL 235B A22B InstructAlibaba69$1.05
12DeepSeek V3.1 TerminusDeepSeek69$0.635
13GPT-4o-miniOpenAI69$0.375
14MiniMax M2-herMiniMax69$0.750
15Qwen3.5-FlashAlibaba69$0.163
16Hy3 previewTencent68$0.137
17Qwen3.5 Plus 2026-02-15Alibaba68$0.910
18Llama 4 MaverickMeta68$0.500
19Mistral Large 3 2512Mistral AI67$1.00
20Qwen3 Next 80B A3B ThinkingAlibaba67$0.675
21Qwen3 Next 80B A3B InstructAlibaba67$0.595
22Llama 3.3 70B InstructMeta67$0.210
23Qwen3.5-9BAlibaba67$0.125
24Step 3.5 FlashStepFun66$0.200
25Composer 2Cursor66$1.50
26GLM 4.6VZhipu AI66$0.600
27Qwen3 235B A22B Thinking 2507Alibaba66$1.26
28Llama 3.1 70B InstructMeta65$0.400
29Qwen3 235B A22B Instruct 2507Alibaba65$0.320
30Qwen3 30B A3B Thinking 2507Alibaba64$1.30
31Qwen3 30B A3B Instruct 2507Alibaba64$0.121
32Qwen3 30B A3BAlibaba64$0.310
33Trinity Large Thinkingarcee-ai64$0.535
34GPT-5 MiniOpenAI64$1.13
35GLM 4.7 FlashZhipu AI64$0.230
36GLM 4.5VZhipu AI63$1.20
37GPT-4o-mini (batch)OpenAI63$0.188
38Mercury 2Inception61$0.500
39Qwen3 8BAlibaba61$0.286
40Nova 2 LiteAmazon61$1.40
41Phi 4Microsoft60$0.105
42GPT-4.1 Mini (batch)OpenAI59$0.500
43GPT-4.1 Nano (batch)OpenAI59$0.125
44gpt-oss-20bOpenAI57$0.080
45GPT-4o-mini (2024-07-18)OpenAI57$0.375
46Granite 4.1 8BIBM55$0.075
47Olmo 3 32B ThinkAllen AI55$0.325
48Llama 4 ScoutMeta55$0.200
49Kimi K2.7 Code (batch)Moonshot AI54$1.24
50Qwen3 235B A22BAlibaba54$1.14
51GPT-4.1 MiniOpenAI54$1.000
52Kimi K2 0711Moonshot AI51$1.44
53Claude 3 HaikuAnthropic51$0.750
54Command R (08-2024)Cohere49$0.375
55GPT-5 NanoOpenAI47$0.225
56Llama 3.1 8B InstructMeta45$0.065
57GPT-4.1 NanoOpenAI42$0.250
58R1 Distill Llama 70BDeepSeek41$0.800
59gpt-oss-120bOpenAI40$0.103
60DeepSeek V4 Flash Latest~deepseek40$0.135
61DeepSeek V4 Flash 0731DeepSeek40$0.135
62Qwen3.7 FlashAlibaba40$0.080
63Ling-3.0-flashinclusionai40$0.042
64Laguna S 2.1poolside40$0.135
65LongCat 2.0Meituan40$0.750
66KAT-Coder-Air V2.5Kuaishou40$0.375
67Aion-3.0-Miniaion-labs40$1.05
68Laguna XS 2.1poolside40$0.090
69Nemotron 3 Ultra (batch)NVIDIA40$1.05
70Step 3.7 FlashStepFun40$0.675
71Grok Build 0.1xAI40$1.50
72Perceptron Mk1perceptron40$0.825
73Ring-2.6-1Tinclusionai40$0.350
74Qwen3.6 FlashAlibaba40$0.656
75Qwen3.6 35B A3BAlibaba40$0.570
76DeepSeek V4 Flash 0423DeepSeek40$0.210
77Ling-2.6-1Tinclusionai40$0.350
78Ling-2.6-flashinclusionai40$0.020
79KAT-Coder-Pro V2Kuaishou40$0.750
80Reka Edgerekaai40$0.100
81Mistral Small 4Mistral AI40$0.375
82Nemotron 3 SuperNVIDIA40$0.242
83Seed-2.0-LiteByteDance40$1.13
84Seed-2.0-MiniByteDance40$0.250
85Aion-2.0aion-labs40$1.20
86Qwen3 Coder NextAlibaba40$0.460
87Solar Pro 3Upstage40$0.375
88GPT Audio MiniOpenAI40$1.50
89Seed 1.6 FlashByteDance40$0.188
90Seed 1.6ByteDance40$1.13
91Nemotron 3 Nano 30B A3BNVIDIA40$0.125

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
1Claude Opus 5 (batch)Anthropic40$7.50-32.9
2Kimi K3Moonshot AI40$9.00-32.9
3KAT-Coder-Pro V2.5Kuaishou40$1.85-32.9
4Grok Latest~x-ai40$4.00-32.9
5Aion-3.0aion-labs40$4.50-32.9
6Claude Sonnet 5 (batch)Anthropic40$3.00-32.9
7Fugu Ultrasakana40$17.50-32.9
8Claude Fable Latest~anthropic40$30.00-32.9
9Nemotron 3 UltraNVIDIA40$2.10-32.9
10GPT Chat LatestOpenAI40$17.50-32.9
11Anthropic Claude Haiku Latest~anthropic40$3.00-32.9
12OpenAI GPT Mini Latest~openai40$2.63-32.9
13Google Gemini Pro Latest~google40$7.00-32.9
14MoonshotAI Kimi Latest~moonshotai40$8.25-32.9
15Google Gemini Flash Latest~google40$4.50-32.9
16Anthropic Claude Sonnet Latest~anthropic40$6.00-32.9
17OpenAI GPT Latest~openai40$17.50-32.9
18Qwen3.6 27BAlibaba40$2.10-32.9
19Claude Opus Latest~anthropic40$15.00-32.9
20Palmyra X5Writer40$3.30-32.9
21GPT AudioOpenAI40$6.25-32.9
22Command R+ (08-2024)Cohere49$6.25-24.2
23Command ACohere51$6.25-22.1
24Kimi K2 0905Moonshot AI52$1.55-20.5
25Kimi K2 ThinkingMoonshot AI53$1.55-19.6
26Kimi K2.7 CodeMoonshot AI54$2.10-18.8
27Kimi K2.5Moonshot AI59$1.71-13.8
28GPT-4 Turbo (batch)OpenAI62$10.00-11.4
29Mixtral 8x22B InstructMistral AI63$4.00-9.5
30o3 Mini HighOpenAI64$2.75-8.8
31GPT-4 Turbo PreviewOpenAI65$20.00-8.1
32GPT-4OpenAI65$45.00-8.1
33Composer 2 FastCursor66$4.50-7.2
34Mistral Large 2407Mistral AI66$4.00-7.0
35Mistral LargeMistral AI66$4.00-7.0
36GPT-4 TurboOpenAI67$20.00-6.2
37Qwen3 MaxAlibaba67$2.34-5.5
38GPT-4.1OpenAI68$5.00-5.2
39GPT-4.1 (batch)OpenAI68$2.50-5.2
40Qwen3 Max ThinkingAlibaba68$2.34-4.7
41Qwen3 VL 235B A22B ThinkingAlibaba69$2.20-3.5
42Claude Haiku 4.5Anthropic70$3.00-3.4
43GPT-4o (2024-11-20)OpenAI71$6.25-1.7
44GPT-4o (2024-08-06)OpenAI71$6.25-1.7
45GPT-4oOpenAI71$6.25-1.7
46GPT-4o (2024-05-13)OpenAI71$10.00-1.7
47Mistral Medium 3.5Mistral AI72$4.50-1.2
48GPT-4o (batch)OpenAI72$3.13-0.9
49o4 Mini HighOpenAI72$2.75-0.8
50GLM 5V TurboZhipu AI72$2.60-0.6

免费版分析

17 零API成本模型
#模型评分
1Gemma 4 31B (free)Google81
2Gemma 4 26B A4B (free)Google73
3gpt-oss-20b (free)OpenAI57
4Ling 3.0 Tiny (free)inclusionai40
5Laguna S 2.1 (free)poolside40
6Laguna XS 2.1 (free)poolside40
7North Mini Code (free)Cohere40
8Nemotron 3.5 Content Safety (free)NVIDIA40
9Nemotron 3 Ultra (free)NVIDIA40
10Nemotron 3 Nano Omni (free)NVIDIA40
11Lyria 3 Pro PreviewGoogle40
12Lyria 3 Clip PreviewGoogle40
13Nemotron 3 Super (free)NVIDIA40
14Nemotron 3 Nano 30B A3B (free)NVIDIA40
15Falcon-H1-Arabic 34B InstructTII40
16Falcon-H1-Arabic 7B InstructTII40
17Falcon-H1-Arabic 3B InstructTII40

市场洞察

中位数阈值

73 为中位数评分,$1.55/1M tokens 为中位数成本。这些阈值定义了象限边界。

隐藏宝藏比例

17.3% 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

50 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