Skip to content
e/acc model frontier · Consensus rankings from public benchmarks

Where is the frontier now?

Rankings draw on real public benchmarks across capabilities. Consensus indices are not accuracy, missing results are not zero, and prices do not affect ranks.
Time machineAcceleration

From writing code to changing repositories: can the model build working software?

4 benchmarks·4 organizations·10/17 08:05New

Coding boardTOP 30

Ranked by shared evidence across public benchmarks
Sortable top 30 models
Models
01Claude Opus 5.5AnthropicReleased2026-09-17 · Fairly completeCached input¥1.34Input¥26.74· Output¥133.7297.6
02GPT-6 AstraOpenAIReleased2026-09-03 · Evidence-sensitiveCached input¥6.69Input¥66.86· Output¥334.3196.5
03Claude Fable 5AnthropicReleased2026-06-09 · Fairly completeCached input¥6.69Input¥66.86· Output¥334.3195.4
04Claude Fable 5.1AnthropicReleased2026-09-01 · Fairly completeCached input¥1.67Input¥66.86· Output¥334.3194.4
05GPT-6 SolOpenAIReleased2026-09-22 · Evidence-sensitiveCached input¥1.34Input¥13.37· Output¥66.8691.9
06Claude Opus 5AnthropicReleased2026-07-24 · Fairly completeCached input¥3.34Input¥33.43· Output¥167.1690.8
07Grok 4.6xAIReleased2026-08-12 · Evidence-sensitiveCached input¥3.34Input¥13.37· Output¥40.1288.2
08GPT-6.1 SolOpenAIReleased— · Evidence-sensitiveCached input—Input—· Output—86.5
09GPT-5.6 SolOpenAIReleased2026-07-09 · Fairly completeCached input¥2.67Input¥26.74· Output¥133.7283.2
10Claude Opus 4.8AnthropicReleased2026-05-28 · Evidence-sensitiveCached input¥3.34Input¥33.43· Output¥167.1678.3
11Claude Haiku 5.5AnthropicReleased2026-10-07 · Evidence-sensitiveCached input—Input—· Output—75.5
12Claude Sonnet 5.5AnthropicReleased— · Evidence-sensitiveCached input—Input—· Output—74.5
13Grok 4.7xAIReleased2026-09-21 · Evidence-sensitiveCached input¥3.34Input¥13.37· Output¥40.1269.3
14Kimi K3Moonshot AIReleased2026-07-16 · Evidence-sensitiveCached input¥2Input¥20· Output¥10066.0
15DeepSeek V4.1 FlashDeepSeekReleased2026-09-10 · Evidence-sensitiveCached input¥0.0401Input¥2.01· Output¥8.0264.9
16Qwen3.8 MaxAlibabaReleased2026-07-19 · Evidence-sensitiveCached input—Input¥12· Output¥3663.8
17GPT-5.5OpenAIReleased2026-04-23 · Fairly completeCached input¥3.34Input¥33.43· Output¥200.5963.8
18Grok 4.5xAIReleased2026-07-08 · Evidence-sensitiveCached input¥2.01Input¥13.37· Output¥40.1257.2
19GPT-6 LunaOpenAIReleased2026-09-22 · Evidence-sensitiveCached input¥0.0669Input¥0.67· Output¥3.3454.2
20Claude Sonnet 5AnthropicReleased2026-06-30 · Evidence-sensitiveCached input¥1.34Input¥13.37· Output¥66.8651.5
21Gemini 3.7 FlashGoogleReleased2026-08-13 · Evidence-sensitiveCached input¥0.5Input¥5.01· Output¥25.0748.4
22GPT-5.6 TerraOpenAIReleased2026-07-09 · Evidence-sensitiveCached input¥1.34Input¥13.37· Output¥80.2345.8
23GLM-5.3Z.aiReleased2026-08-18 · Evidence-sensitiveCached input¥1.74Input¥9.36· Output¥29.4245.1
24GPT-5.6 LunaOpenAIReleased2026-07-09 · Evidence-sensitiveCached input¥0.13Input¥1.34· Output¥8.0241.7
25Claude Opus 4.7AnthropicReleased2026-04-16 · Evidence-sensitiveCached input¥3.34Input¥33.43· Output¥167.1640.4
26Gemini 3.8 FlashGoogleReleased2026-09-02 · Evidence-sensitiveCached input¥0.5Input¥5.01· Output¥25.0738.0
27GLM-5.3 FlashZ.aiReleased2026-08-26 · Evidence-sensitiveCached input¥0.23Input¥0.8· Output¥2.834.1
28Muse Spark 1.1MetaReleased2026-07-09 · Evidence-sensitiveCached input—Input¥8.36· Output¥28.4233.3
29Muse Spark 1.2MetaReleased2026-08-05 · Evidence-sensitiveCached input—Input¥8.36· Output¥28.4233.0
30DeepSeek V4 Pro 0813DeepSeekReleased2026-08-13 · Evidence-sensitiveCached input¥0.3Input¥9· Output¥2732.1

Up to 30 models per board

The consensus index is not accuracy. Tied scores retain ranks determined by the full evidence.

How to read this board

Combines multiple public benchmarks; evaluation coverage varies by model.Prices do not affect rank, missing results are not zero, and the index is not accuracy.

Read the methodology →

About prices

API prices come from vendor websites and are shown per million tokens.USD prices are converted to CNY at 2026-10-16.Cached prices cover cache-hit input. Cache writes, storage and subscriptions are separate.

How fast the same capability gets cheaper: the cost of intelligence →