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AI model leaderboard

From writing code to modifying repositories, testing whether a model can actually build software.

3 evaluations · 3 organisations · updated 11/13 14:05

Codingtop 30

Ranked on the evidence several public evaluations share
The top 30 models, sortable by column
Model
01Claude Opus 5.5AnthropicReleased 2026-09-17 · Evidence-sensitiveCached input ¥1.33Input ¥26.67 · Output ¥133.3794.7
02Claude Fable 5.1AnthropicReleased 2026-09-01 · Evidence-sensitiveCached input ¥1.67Input ¥66.68 · Output ¥333.4293.6
03Claude Opus 5AnthropicReleased 2026-07-24 · Evidence-sensitiveCached input ¥3.33Input ¥33.34 · Output ¥166.7192.3
04GPT-6 AstraOpenAIReleased 2026-09-03 · Evidence-sensitiveCached input ¥6.67Input ¥66.68 · Output ¥333.4290.9
05Claude Fable 5AnthropicReleased 2026-06-09 · Evidence-sensitiveCached input ¥6.67Input ¥66.68 · Output ¥333.4290.3
06gpt-6.1-sol—Released — · Evidence-sensitiveCached input —Input — · Output —89.6
07claude-sonnet-5.5anthropicReleased — · Evidence-sensitiveCached input —Input — · Output —88.8
08GPT-5.6 SolOpenAIReleased 2026-07-09 · Evidence-sensitiveCached input ¥2.67Input ¥26.67 · Output ¥133.3784.1
09Gemini 3.8 FlashGoogleReleased 2026-09-02 · Evidence-sensitiveCached input ¥0.5Input ¥5 · Output ¥25.0184.1
10DeepSeek V4.1 FlashDeepSeekReleased 2026-09-10 · Evidence-sensitiveCached input ¥0.04Input ¥2 · Output ¥883.1
11GLM-5.3Z.aiReleased 2026-08-18 · Evidence-sensitiveCached input ¥1.73Input ¥9.34 · Output ¥29.3481.5
12Kimi K3Moonshot AIReleased 2026-07-16 · Evidence-sensitiveCached input ¥2Input ¥20 · Output ¥10080.0
13Gemini 3.7 FlashGoogleReleased 2026-08-13 · Evidence-sensitiveCached input ¥0.5Input ¥5 · Output ¥25.0175.2
14GPT-5.5OpenAIReleased 2026-04-23 · Evidence-sensitiveCached input ¥3.33Input ¥33.34 · Output ¥200.0574.3
15Qwen3.8 MaxAlibabaReleased 2026-07-19 · Evidence-sensitiveCached input —Input ¥12 · Output ¥3673.2
16claude-haiku-5-5—Released — · Evidence-sensitiveCached input —Input — · Output —67.5
17GPT-6 SolOpenAIReleased 2026-09-22 · Evidence-sensitiveCached input ¥1.33Input ¥13.34 · Output ¥66.6863.4
18GPT-5.6 TerraOpenAIReleased 2026-07-09 · Evidence-sensitiveCached input ¥1.33Input ¥13.34 · Output ¥80.0257.9
19Grok 4.6xAIReleased 2026-08-12 · Evidence-sensitiveCached input ¥3.33Input ¥13.34 · Output ¥40.0156.8
20GLM-5.3 FlashZ.aiReleased 2026-08-26 · Evidence-sensitiveCached input ¥0.23Input ¥0.8 · Output ¥2.856.2
21GPT-5.6 LunaOpenAIReleased 2026-07-09 · Evidence-sensitiveCached input ¥0.13Input ¥1.33 · Output ¥852.2
22Claude Opus 4.8AnthropicReleased 2026-05-28 · Evidence-sensitiveCached input ¥3.33Input ¥33.34 · Output ¥166.7150.6
23Claude Sonnet 5AnthropicReleased 2026-06-30 · Evidence-sensitiveCached input ¥1.33Input ¥13.34 · Output ¥66.6849.2
24Muse Spark 1.1MetaReleased 2026-07-09 · Evidence-sensitiveCached input —Input ¥8.34 · Output ¥28.3445.0
25Muse Spark 1.2MetaReleased 2026-08-05 · Evidence-sensitiveCached input —Input ¥8.34 · Output ¥28.3444.6
26GPT-6 LunaOpenAIReleased 2026-09-22 · Evidence-sensitiveCached input ¥0.0667Input ¥0.67 · Output ¥3.3341.1
27DeepSeek V4 Pro 0813DeepSeekReleased 2026-08-13 · Evidence-sensitiveCached input ¥0.3Input ¥9 · Output ¥2740.4
28DeepSeek V4 Pro PreviewDeepSeekReleased 2026-04-24 · Evidence-sensitiveCached input ¥0.0242Input ¥2.9 · Output ¥5.840.2
29Grok 4.5xAIReleased 2026-07-08 · Evidence-sensitiveCached input ¥2Input ¥13.34 · Output ¥40.0139.9
30GPT-5.4OpenAIReleased 2026-03-05 · Evidence-sensitiveCached input ¥1.67Input ¥16.67 · Output ¥100.0239.1

Each board shows at most 30 models

The consensus index is not an accuracy rate; tied scores keep the order the shared evidence decides.

How to read this board

Aggregates several public evaluations, and different models have different coverage. Prices play no part in the ranking, a missing evaluation does not count as zero, and the index is not an accuracy rate.

How it is calculated

About prices

API prices come from the providers' own sites, per million tokens. Dollar prices are converted to CNY at the rate of 2026-11-12. The cached price is the input price on a cache hit; cache writes, storage and subscriptions are extra.