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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
91
高评分 + 高成本
隐藏宝藏
54
高评分 + 低成本
经济选择
93
低评分 + 低成本
价格偏高
54
低评分 + 高成本

模型象限分布

Premium Leaders30.3%
Hidden Gems18.0%
Budget Options31.0%
Overpriced18.0%
Free Tier2.7%
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
54个模型
平均分: 76
高端领导者
顶级品质,但价格昂贵
91个模型
平均分: 84
经济选择
价格实惠,性能较低
93个模型
平均分: 44
价格偏高
成本高,评分不理想
54个模型
平均分: 42
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
2GLM 5.3 Flash (batch)Zhipu AI70$0.115606.1
3GPT-5 NanoOpenAI77$0.225341.3
4Qwen3.5-9BAlibaba67$0.210316.7
5Gemini 2.5 Flash LiteGoogle79$0.250316.4
6DeepSeek V3.2DeepSeek83$0.320260.6
7GPT-5.6 Luna Pro (batch)OpenAI89$0.350254.3
8GPT-5.6 Luna (batch)OpenAI89$0.350254.3
9Gemma 4 31BGoogle76$0.300253.0
10Claude Haiku 5.5Anthropic70$0.300233.0
11GPT-5.4 Nano (batch)OpenAI79$0.362218.8
12GLM 5.3 FlashZhipu AI70$0.325214.5
13DeepSeek V3.2 ExpDeepSeek72$0.340211.2
14GPT-4o-miniOpenAI69$0.375184.8
15GPT-5 Mini (batch)OpenAI77$0.563136.5
16GPT-5.6 Luna ProOpenAI89$0.700127.1
17GPT-5.6 LunaOpenAI89$0.700127.1
18Qwen3.5-35B-A3BAlibaba69$0.570120.5
19DeepSeek V3.1DeepSeek72$0.600119.7
20Gemma 2 27BGoogle77$0.650119.1
21DeepSeek V3DeepSeek70$0.605114.9
22Gemini 3.5 Flash Lite (batch)Google79$0.700112.9
23GPT-5.4 NanoOpenAI79$0.725109.4
24Llama 4 MaverickMeta70$0.675104.3
25Gemini 3 Flash Preview (batch)Google88$0.875101.0
26DeepSeek V3 0324DeepSeek72$0.715100.4
27Llama 3.3 70B InstructMeta67$0.69096.8
28GLM 5.3Zhipu AI69$0.73593.7
29GLM 5.3 FlashX LegalZhipu AI70$0.81086.0
30GLM 5.3 FlashXZhipu AI70$0.81086.0
31Gemini 3.1 Flash Lite PreviewGoogle71$0.87580.8
32GPT-5.1-Codex-MiniOpenAI89$1.1378.8
33Gemini 3.8 Flash (batch)Google81$1.1372.0
34Mistral Large 3 2512Mistral AI67$1.0067.0
35GPT-5.4 Mini (batch)OpenAI79$1.3160.4
36R1 0528DeepSeek79$1.3359.9
37Qwen3.5-122B-A10BAlibaba70$1.1759.7
38o4 Mini (batch)OpenAI81$1.3859.2
39Grok 4.3 (batch)xAI89$1.5059.0
40Gemini 2.5 FlashGoogle79$1.4056.5
41Gemini 3.5 Flash LiteGoogle79$1.4056.4
42GLM 4.5VZhipu AI68$1.2056.4
43GLM 5.3 (batch)Zhipu AI69$1.2356.2
44o3 Mini (batch)OpenAI74$1.3854.0
45GLM 4.6Zhipu AI67$1.2553.7
46Gemini 3 Flash PreviewGoogle88$1.7550.5
47Mistral Large 4Mistral AI68$1.4048.8
48Qwen3.5-27BAlibaba69$1.4348.5
49GLM 4.7Zhipu AI67$1.4047.9
50GLM 4.5Zhipu AI67$1.4047.9
51Grok 4.3xAI89$1.8847.4
52Grok 4.20xAI89$1.8847.4
53Grok 4.20 Multi-AgentxAI88$1.8846.9
54Claude Haiku 4.5 (batch)Anthropic70$1.5046.6

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 5.5Anthropic95$12.00
6Claude Opus 5Anthropic95$15.00
7Claude Opus 4.8Anthropic95$15.00
8Claude Opus 4.7Anthropic95$15.00
9GPT-5.5 ProOpenAI93$105.00
10GPT-5.5 Pro (batch)OpenAI93$52.50
11GPT-5.5OpenAI93$17.50
12Gemini 3.1 Pro Preview Custom ToolsGoogle92$7.00
13Gemini 3.1 Pro PreviewGoogle92$7.00
14Gemini 3.1 Pro Preview (batch)Google92$3.50
15GPT-5.4 ProOpenAI92$105.00
16GPT-5.4 Pro (batch)OpenAI92$52.50
17GPT-5.4OpenAI92$8.75
18GPT-5.3-CodexOpenAI91$7.88
19GPT-5.2-CodexOpenAI91$7.88
20GPT-5.2 ChatOpenAI91$7.88
21GPT-5.2 ProOpenAI91$94.50
22GPT-5.2 Pro (batch)OpenAI91$47.25
23GPT-5.2OpenAI91$7.88
24Claude Opus 4.6Anthropic90$15.00
25GPT-5.6 Terra ProOpenAI89$7.00
26GPT-5.6 Terra Pro (batch)OpenAI89$3.50
27GPT-5.6 TerraOpenAI89$7.00
28GPT-5.6 Terra (batch)OpenAI89$3.50
29GPT-5.6 Sol ProOpenAI89$12.00
30GPT-5.6 Sol Pro (batch)OpenAI89$6.00
31GPT-5.6 SolOpenAI89$12.00
32GPT-5.6 Sol (batch)OpenAI89$6.00
33GPT-5.5 (batch)OpenAI89$8.75
34GPT-5.4 (batch)OpenAI89$4.38
35Grok 4.7xAI89$4.00
36Grok 4.6xAI89$4.00
37Grok 4.5xAI89$4.00
38GPT-5.2 (batch)OpenAI89$3.94
39GPT-5.1-Codex-MaxOpenAI89$5.63
40GPT-5.1OpenAI89$5.63
41GPT-5.1 (batch)OpenAI89$2.81
42GPT-5.1-CodexOpenAI89$5.63
43GPT-5 ProOpenAI89$67.50
44GPT-5 Pro (batch)OpenAI89$33.75
45GPT-5OpenAI89$5.63
46GPT-5 (batch)OpenAI89$2.81
47Grok 4.7 (batch)xAI88$3.20
48Grok 4.6 (batch)xAI88$3.20
49o3 ProOpenAI87$50.00
50o3OpenAI87$5.00
51o3 (batch)OpenAI87$2.50
52Claude Sonnet 5.5Anthropic85$6.00
53Claude Sonnet 5Anthropic85$6.00
54Claude Sonnet 4.6Anthropic85$9.00
55Claude Opus 4.5Anthropic85$15.00
56Claude Opus 4.5 (batch)Anthropic85$7.50
57Claude Opus 4.8 (batch)Anthropic84$7.50
58Claude Opus 4.7 (batch)Anthropic84$7.50
59Claude Opus 4.6 (batch)Anthropic84$7.50
60Gemini 2.5 ProGoogle84$5.63
61Gemini 2.5 Pro Preview 06-05Google84$5.63
62Claude Opus 4.1 (batch)Anthropic83$22.50
63Claude Sonnet 4.5Anthropic82$9.00
64Claude Opus 4.1Anthropic82$45.00
65GPT-6 AstraOpenAI82$30.00
66GPT-6 Astra (batch)OpenAI82$15.00
67GPT-6 Astra ProOpenAI82$30.00
68GPT-6 Astra Pro (batch)OpenAI82$15.00
69Gemini 3.8 FlashGoogle81$2.48
70GPT-5.4 MiniOpenAI79$2.63
71Gemini 3.5 FlashGoogle79$5.25
72Gemini 3.5 Flash (batch)Google79$2.63
73Claude Sonnet 4.6 (batch)Anthropic75$4.50
74Claude Sonnet 4.5 (batch)Anthropic75$4.50
75GPT-4o (batch)OpenAI72$3.13
76GPT-4o (2024-11-20)OpenAI71$6.25
77GPT-4o (2024-08-06)OpenAI71$6.25
78GPT-4oOpenAI71$6.25
79GPT-4o (2024-05-13)OpenAI71$10.00
80Qwen3.5 397B A17BAlibaba71$2.05
81Claude Haiku 4.5Anthropic70$3.00
82GLM 5V TurboZhipu AI69$2.60
83GLM 5.3 PrimeZhipu AI69$5.80
84GLM 5.2Zhipu AI69$3.40
85GLM 5.1Zhipu AI68$2.90
86GLM 5 TurboZhipu AI68$2.60
87GLM 5Zhipu AI68$2.10
88GPT-4.1OpenAI68$5.00
89GPT-4.1 (batch)OpenAI68$2.50
90Mistral Large 2407Mistral AI66$4.00
91Mistral LargeMistral AI66$4.00

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
1Composer 2Cursor66$1.50
2Qwen3 235B A22B Thinking 2507Alibaba65$1.98
3Qwen3 235B A22B Instruct 2507Alibaba65$0.470
4MiniMax M1MiniMax64$1.38
5GLM 4.5 AirZhipu AI64$0.490
6MiniMax M2.7MiniMax64$0.525
7MiniMax M2.5MiniMax64$0.610
8Llama 3.1 70B InstructMeta64$0.720
9GPT-4o-mini (batch)OpenAI63$0.188
10Phi 4Microsoft61$0.105
11Llama 4 ScoutMeta60$0.200
12GPT-4.1 Mini (batch)OpenAI59$0.500
13GPT-4.1 Nano (batch)OpenAI59$0.125
14Claude Haiku 5.5 (batch)Anthropic58$0.150
15Command A+Cohere51$0.900
16Kimi K2.5Moonshot AI48$1.50
17GPT-4o-mini (2024-07-18)OpenAI46$0.375
18GPT-4.1 MiniOpenAI44$1.000
19Llama 3.1 8B InstructMeta41$0.065
20GPT-5 MiniOpenAI41$1.13
21Command R (08-2024)Cohere41$0.375
22ricursiveAI/Ripple-65B-Previewricursiveai40$0.400
23Hy4Tencent40$0.834
24Particle-1particle-ai40$0.275
25GPT-6.1 Terra Pro (batch)OpenAI40$1.50
26GPT-6.1 Terra (batch)OpenAI40$1.50
27MiniMax M3.1 FlashMiniMax40$0.375
28DeepSeek V4.1 Flash 1017DeepSeek40$0.375
29Glimpseelorian40$1.80
30Beam 1.0 501B A23Breflection40$0.650
31Mercury 3Inception40$0.225
32Ternary Bonsai 2 9Bprism-ml40$0.105
33Moondream 3 Previewmoondream40$1.40
34Moondream 3.1moondream40$1.40
35Nemotron 3.5 Super VLNVIDIA40$0.325
36Pareto 26.10unbiased40$2.00
37Pareto Latest~unbiased40$2.00
38LFM2.5-24B-A2BLiquid AI40$0.375
39Summarizescaledown40$0.020
40Extractscaledown40$0.020
41Step 5 PreviewStepFun40$1.85
42Ling 3.1 Flashinclusionai40$0.150
43Perceptron Mk1.5perceptron40$0.825
44Aion 3.5 Miniaion-labs40$1.05
45Solar Mini 4Upstage40$0.125
46GPT-6 Luna ProOpenAI40$0.300
47GPT-6 Luna Pro (batch)OpenAI40$0.150
48GPT-6 LunaOpenAI40$0.300
49GPT-6 Luna (batch)OpenAI40$0.150
50MiMo-V2.6-FlashXiaomi40$0.210
51MiMo-V2.6-ProXiaomi40$0.652
52Qwen3.8 Omni FlashAlibaba40$0.310
53Ternary Bonsai 2 27Bprism-ml40$0.287
54DeepSeek Flash Latest~deepseek40$0.253
55Schematron V2 Turboinference-net40$0.090
56Schematron V2 Smallinference-net40$0.140
57GPT Luna Latest~openai40$0.300
58Ling 3.0 Flash VLinclusionai40$0.120
59DeepSeek V4.1 FlashDeepSeek40$0.309
60DeepSeek V4.1 Flash (batch)DeepSeek40$0.224
61Mercury 2.5Inception40$0.095
62Muse Spark 1.3 Contributormeta40$0.150
63Granite 4.2 8BIBM40$0.155
64Hy4 previewTencent40$1.67
65GLM Flash Latest~z-ai40$0.060
66Qwen3.8 FlashAlibaba40$0.310
67Muse Spark 1.2 Contributormeta40$0.150
68DeepSeek V4 Flash Vision ExpDeepSeek40$0.880
69Hy-MT2-1.8BTencent40$0.111
70Hy-MT2-30B-A3BTencent40$0.184
71GLM Latest~z-ai40$0.735
72Hy-MT2-7BTencent40$0.184
73Qwen3.8 27BAlibaba40$1.01
74Gemini 3.7 Flash (batch)Google40$1.13
75Seed 2.1 TurboByteDance40$1.50
76Seed-2.0-CodeByteDance40$1.75
77LFM2.5-2.6BLiquid AI40$0.425
78Nemotron 3.5 LightningNVIDIA40$0.135
79Solar Pro 4Upstage40$0.375
80Muse Glimmer 30Bmeta40$0.750
81Ling 3.0 Tinyinclusionai40$0.030
82DeepSeek V4 Flash Latest~deepseek40$0.178
83DeepSeek V4 Flash 0731DeepSeek40$0.178
84Inkling Smallthinkingmachines40$0.825
85Qwen3.7 FlashAlibaba40$0.080
86Ling 3.0 Flashinclusionai40$0.042
87Gemini 3.6 Flash (batch)Google40$1.13
88LongCat 2.0Meituan40$0.750
89Aion-3.0-Miniaion-labs40$1.05
90Hy3Tencent40$0.330
91Nemotron 3.5 Content SafetyNVIDIA40$0.200
92Jev Routertypesafe40$-1000000.0000
93SwitchyardNVIDIA40$-1000000.0000

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
1GPT-6.1 Terra ProOpenAI40$3.00-25.9
2GPT-6.1 TerraOpenAI40$3.00-25.9
3Kimi K3.1 ProMoonshot AI40$6.00-25.9
4Muse Spark Openmeta40$2.75-25.9
5Pareto 26.9unbiased40$5.00-25.9
6Gemini 4 ArgonGoogle40$6.00-25.9
7Gemini 4 Argon (batch)Google40$3.00-25.9
8Muse Wondermeta40$12.00-25.9
9GPT-6.1 Sol ProOpenAI40$6.00-25.9
10GPT-6.1 Sol Pro (batch)OpenAI40$3.00-25.9
11GPT-6.1 SolOpenAI40$6.00-25.9
12GPT-6.1 Sol (batch)OpenAI40$3.00-25.9
13Claude Sonnet 5.5 (batch)Anthropic40$3.00-25.9
14Ember-1fireworks40$9.00-25.9
15Qwen3.8 Max PrimeAlibaba40$8.00-25.9
16Aion 3.5aion-labs40$4.50-25.9
17GPT-6 Sol ProOpenAI40$6.00-25.9
18GPT-6 Sol Pro (batch)OpenAI40$3.00-25.9
19GPT-6 SolOpenAI40$6.00-25.9
20GPT-6 Sol (batch)OpenAI40$3.00-25.9
21Claude Opus 5.5 (batch)Anthropic40$6.00-25.9
22MiMo-V2.6-Pro-UltraSpeedXiaomi40$6.52-25.9
23DeepSeek Pro Latest~deepseek40$4.05-25.9
24GPT Astra Latest~openai40$30.00-25.9
25GPT Sol Latest~openai40$6.00-25.9
26GPT Terra Latest~openai40$3.00-25.9
27Fugu Ultra v2sakana40$17.50-25.9
28Fugu Maxsakana40$4.00-25.9
29Qwen3.8 Max (0902)Alibaba40$4.00-25.9
30Muse Spark 1.3meta40$2.75-25.9
31Gemini 3.7 FlashGoogle40$2.25-25.9
32Qwen3.8 2.4T A95BAlibaba40$4.00-25.9
33DeepSeek V4 Pro 0813DeepSeek40$2.39-25.9
34Sakana Namazusakana40$2.48-25.9
35Muse Spark 1.2meta40$2.75-25.9
36Claude Opus 5 (batch)Anthropic40$7.50-25.9
37Gemini 3.6 FlashGoogle40$2.25-25.9
38Inklingthinkingmachines40$2.52-25.9
39Kimi K3Moonshot AI40$8.10-25.9
40Kimi K3 (batch)Moonshot AI40$6.84-25.9
41Muse Spark 1.1meta40$2.75-25.9
42Grok Latest~x-ai40$4.00-25.9
43Aion-3.0aion-labs40$4.50-25.9
44Claude Sonnet 5 (batch)Anthropic40$3.00-25.9
45Fugu Ultrasakana40$17.50-25.9
46Kimi K2.7 CodeMoonshot AI40$2.05-25.9
47Claude Fable Latest~anthropic40$30.00-25.9
48Command R+ (08-2024)Cohere41$6.25-25.4
49Kimi K2.6Moonshot AI48$2.03-18.4
50Command ACohere51$6.25-15.1
51GPT-4 Turbo (batch)OpenAI57$10.00-8.7
52GPT-4OpenAI60$45.00-5.9
53Mixtral 8x22B InstructMistral AI63$4.00-2.5
54Composer 2 FastCursor66$4.50-0.2

免费版分析

8 零API成本模型
#模型评分
1Gemma 4 31B (free)Google76
2Flint (free)recursive40
3Xing4.0 29B A4B (free)xingchen-agi40
4Nemotron 3.5 Super VL (free)NVIDIA40
5Dots3-Note Preview (free)dots-studio40
6LFM2.5-2.6B (free)Liquid AI40
7Nemotron 3.5 Lightning (free)NVIDIA40
8North Mini Code (free)Cohere40

市场洞察

中位数阈值

66 为中位数评分,$2.03/1M tokens 为中位数成本。这些阈值定义了象限边界。

隐藏宝藏比例

18.6% 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

54 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 76,超过 191 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