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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

Mathematics, logic and unfamiliar rules: can the model reason through new problems?

5 benchmarks·2 organizations·10/17 08:05New

Reasoning boardTOP 30

Ranked by shared evidence across public benchmarks
Sortable top 30 models
Models
01GPT-6.1 SolOpenAIReleased— · Evidence-sensitiveCached input—Input—· Output—96.9
02GPT-6 AstraOpenAIReleased2026-09-03 · Evidence-sensitiveCached input¥6.69Input¥66.86· Output¥334.3196.6
03Claude Opus 5.5AnthropicReleased2026-09-17 · Evidence-sensitiveCached input¥1.34Input¥26.74· Output¥133.7294.2
04Claude Fable 5.1AnthropicReleased2026-09-01 · Evidence-sensitiveCached input¥1.67Input¥66.86· Output¥334.3190.9
05GPT-5.6 SolOpenAIReleased2026-07-09 · Evidence-sensitiveCached input¥2.67Input¥26.74· Output¥133.7289.6
06Claude Sonnet 5.5AnthropicReleased— · Evidence-sensitiveCached input—Input—· Output—88.4
07GPT-6 SolOpenAIReleased2026-09-22 · Evidence-sensitiveCached input¥1.34Input¥13.37· Output¥66.8687.4
08Claude Fable 5AnthropicReleased2026-06-09 · Evidence-sensitiveCached input¥6.69Input¥66.86· Output¥334.3185.7
09Claude Opus 5AnthropicReleased2026-07-24 · Evidence-sensitiveCached input¥3.34Input¥33.43· Output¥167.1685.5
10GPT-5.5OpenAIReleased2026-04-23 · Evidence-sensitiveCached input¥3.34Input¥33.43· Output¥200.5984.6
11muse-wonder-1.0Meta AIReleased— · Evidence-sensitiveCached input—Input—· Output—83.7
12GPT-5.6 TerraOpenAIReleased2026-07-09 · Evidence-sensitiveCached input¥1.34Input¥13.37· Output¥80.2383.4
13Claude Opus 4.8AnthropicReleased2026-05-28 · Evidence-sensitiveCached input¥3.34Input¥33.43· Output¥167.1678.8
14Gemini 3.7 FlashGoogleReleased2026-08-13 · Evidence-sensitiveCached input¥0.5Input¥5.01· Output¥25.0774.2
15GPT-5.6 LunaOpenAIReleased2026-07-09 · Evidence-sensitiveCached input¥0.13Input¥1.34· Output¥8.0273.9
16Qwen3.8 MaxAlibabaReleased2026-07-19 · Evidence-sensitiveCached input—Input¥12· Output¥3673.3
17Claude Haiku 5.5AnthropicReleased2026-10-07 · Evidence-sensitiveCached input—Input—· Output—72.0
18Muse Spark 1.3MetaReleased2026-09-02 · Evidence-sensitiveCached input—Input¥8.36· Output¥28.4271.4
19Gemini 3.8 FlashGoogleReleased2026-09-02 · Evidence-sensitiveCached input¥0.5Input¥5.01· Output¥25.0768.0
20GPT-6 LunaOpenAIReleased2026-09-22 · Evidence-sensitiveCached input¥0.0669Input¥0.67· Output¥3.3467.9
21Claude Opus 4.7AnthropicReleased2026-04-16 · Evidence-sensitiveCached input¥3.34Input¥33.43· Output¥167.1667.6
22DeepSeek V4.1 FlashDeepSeekReleased2026-09-10 · Evidence-sensitiveCached input¥0.0401Input¥2.01· Output¥8.0266.4
23Grok 4.6xAIReleased2026-08-12 · Evidence-sensitiveCached input¥3.34Input¥13.37· Output¥40.1265.6
24Claude Sonnet 5AnthropicReleased2026-06-30 · Evidence-sensitiveCached input¥1.34Input¥13.37· Output¥66.8665.5
25Muse Spark 1.2MetaReleased2026-08-05 · Evidence-sensitiveCached input—Input¥8.36· Output¥28.4261.1
26DeepSeek V4 Pro 0813DeepSeekReleased2026-08-13 · Evidence-sensitiveCached input¥0.3Input¥9· Output¥2760.8
27Kimi K3Moonshot AIReleased2026-07-16 · Evidence-sensitiveCached input¥2Input¥20· Output¥10060.7
28GPT-5.2 2025-12-11OpenAIReleased2025-12-11 · Evidence-sensitiveCached input¥1.17Input¥11.7· Output¥93.6160.5
29GLM-5.3Z.aiReleased2026-08-18 · Evidence-sensitiveCached input¥1.74Input¥9.36· Output¥29.4258.3
30Claude Opus 4.6AnthropicReleased2026-02-05 · Evidence-sensitiveCached input¥3.34Input¥33.43· Output¥167.1655.2

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 →