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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 10/01 14:05

Codingtop 30

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

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 2026-09-30. The cached price is the input price on a cache hit; cache writes, storage and subscriptions are extra.