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HOTAI LEADERBOARD

AI model leaderboard

从写代码到改仓库,看模型能不能把软件做出来。

3 evaluations·3 organizations·10/01 14:05 updated

编程TOP 30

Ranked by shared evidence across public evaluations
Top 30 models, sortable by column
Model
01Claude Fable 5.1AnthropicReleased 2026-09-01 · LowCached input ¥1.68Input ¥67.05 · Output ¥335.2392.2
02Claude Opus 5AnthropicReleased 2026-07-24 · HighCached input ¥3.35Input ¥33.52 · Output ¥167.6190.1
03GPT-6 AstraOpenAIReleased 2026-09-03 · LowCached input ¥6.7Input ¥67.05 · Output ¥335.2387.8
04Claude Fable 5AnthropicReleased 2026-06-09 · LowCached input ¥6.7Input ¥67.05 · Output ¥335.2387.5
05DeepSeek V4.1 FlashDeepSeekReleased 2026-09-10 · LowCached input ¥0.0402Input ¥2.01 · Output ¥8.0587.1
06GPT-5.6 SolOpenAIReleased 2026-07-09 · LowCached input ¥2.68Input ¥26.82 · Output ¥134.0986.7
07Gemini 3.8 FlashGoogleReleased 2026-09-02 · LowCached input ¥0.5Input ¥5.03 · Output ¥25.1486.6
08GLM-5.3Z.aiReleased 2026-08-18 · HighCached input ¥1.74Input ¥9.39 · Output ¥29.582.3
09GPT-5.6 TerraOpenAIReleased 2026-07-09 · LowCached input ¥1.34Input ¥13.41 · Output ¥80.4577.1
10Kimi K3Moonshot AIReleased 2026-07-16 · LowCached input ¥2Input ¥20 · Output ¥10076.8
11Gemini 3.7 FlashGoogleReleased 2026-08-13 · LowCached input ¥0.5Input ¥5.03 · Output ¥25.1470.4
12GPT-5.5OpenAIReleased 2026-04-23 · LowCached input ¥3.35Input ¥33.52 · Output ¥201.1470.0
13Grok 4.6xAIReleased 2026-08-12 · LowCached input ¥3.35Input ¥13.41 · Output ¥40.2367.8
14GLM-5.3 FlashZ.aiReleased 2026-08-26 · LowCached input ¥0.23Input ¥0.8 · Output ¥2.863.2
15Claude Opus 4.8AnthropicReleased 2026-05-28 · LowCached input ¥3.35Input ¥33.52 · Output ¥167.6159.3
16Qwen3.8 MaxAlibabaReleased 2026-07-19 · LowCached input —Input ¥12 · Output ¥3659.2
17GPT-5.6 LunaOpenAIReleased 2026-07-09 · LowCached input ¥0.13Input ¥1.34 · Output ¥8.0558.5
18Claude Sonnet 5AnthropicReleased 2026-06-30 · LowCached input ¥1.34Input ¥13.41 · Output ¥67.0555.8
19Qwen3.8 27 BAlibabaReleased 2026-08-14 · LowCached input ¥0.6Input ¥3 · Output ¥1249.1
20Muse Spark 1.1MetaReleased 2026-07-09 · LowCached input —Input ¥8.38 · Output ¥28.4945.3
21Muse Spark 1.2MetaReleased 2026-08-05 · LowCached input —Input ¥8.38 · Output ¥28.4944.9
22DeepSeek V4 Pro 0813DeepSeekReleased 2026-08-13 · LowCached input ¥0.3Input ¥9 · Output ¥2742.9
23DeepSeek V4 Pro PreviewDeepSeekReleased 2026-04-24 · LowCached input ¥0.0243Input ¥2.92 · Output ¥5.8342.7
24Grok 4.5xAIReleased 2026-07-08 · LowCached input ¥2.01Input ¥13.41 · Output ¥40.2340.9
25GPT-5.4OpenAIReleased 2026-03-05 · LowCached input ¥1.68Input ¥16.76 · Output ¥100.5739.8
26DeepSeek V4 Flash PreviewDeepSeekReleased 2026-04-24 · LowCached input ¥0.0188Input ¥0.94 · Output ¥1.8839.3
27Gemini 3.6 FlashGoogleReleased 2026-07-21 · LowCached input ¥0.5Input ¥5.03 · Output ¥25.1437.5
28GLM-5.2Z.aiReleased 2026-06-16 · LowCached input ¥2Input ¥8 · Output ¥2836.5
29Gemini 3.5 FlashGoogleReleased 2026-05-19 · LowCached input ¥1.01Input ¥10.06 · Output ¥60.3427.7
30Claude Sonnet 4.6AnthropicReleased 2026-02-17 · LowCached input ¥2.01Input ¥20.11 · Output ¥100.5720.3

Up to 30 models are shown per board

The consensus index is not accuracy; ties follow the ranking supported by shared evidence.

How to read this board

综合多家公开评测,不同模型的参评覆盖不同。 Prices do not affect ranking; missing scores are not treated as zero, and the index is not accuracy.

See the methodology →

About pricing

API prices come from vendor websites and are shown per million tokens. USD quotes are converted using the 2026-09-30 exchange rate. Cached price is the input price after a cache hit; cache writes, storage and subscription fees are separate.