SimpleBench
Models answer over 200 multiple-choice trick questions on spatial, temporal, and social reasoning that ordinary people solve. Scored by average accuracy over five runs.
By September 2026 Claude Opus 5.5 led at 88.4 percent, above the 83.7 percent baseline from nine non-expert people. A small open-ended variant lists three models.
- Level
- Everyday Most adults, without training
- Scored
- Checked automatically A program checks the result against an answer key, unit tests or the expected final state.
- Answers
- Multiple choice
Claude Opus 5.5 leads with 88.4%
Best score per entry from the benchmark's own leaderboard, read on 2 Nov 2026. Where a model ran with several settings or harnesses, we keep its best. Names in gray aren't in our model list: fine-tunes, agent systems, products and older models. They don't count toward leaders.
- 88.4 Claude Opus 5.5
- 86.6 Claude Fable 5.1
- 86.5 GPT-6 Astra Pro
- 83.6 GPT-6 Astra
- 82.9 GPT-6.1 Sol
- 82.4
Gemini 3.8 Flash
- 81.9 Claude Fable 5
- 81.8
Muse Spark 1.3
- 80.6 Claude Opus 5
- 79.6
Gemini 3.1 Pro
- 76.9 GPT-5.5 Pro
- 76.7
Gemini 3.5 Flash
- 76.4
Gemini 3 Pro
- 75.9 Grok 4.6
- 75.9 Claude Sonnet 5.5
- 74.5
Muse Spark 1.2
- 73.1 GPT-6 Sol
- 71.7 GPT-5.6 Sol Pro
- 70.4
Qwen3.7-Max
- 70.0 Grok 4.5
- 69.0 GPT-5.5
- 67.6 Claude Opus 4.6
- 66.7
DeepSeek V4.1 Flash
- 66.2 GLM-5.3
- 64.8 Claude Opus 4.8
- 64.8 GPT-5.6 Sol
- 63.0
Qwen 3.6 Max (Preview)
- 62.5
Qwen 3.8 Max
- 62.4
Gemini 2.5 Pro
- 62.0 Claude Opus 4.5
- 61.7 Claude Opus 4.7
- 61.6 GPT-5 Pro
- 61.1
Gemini 3 Flash
- 61.1
DeepSeek-V4-Flash
- 60.7 Kimi K3
- 60.6 Claude Sonnet 5
- 60.5 Grok 4
- 60.2
Qwen 3.8 27B
- 60.0 Claude Opus 4.1
- 58.8 Claude Opus 4
- 58.8 GLM-5.2
- 57.9 Kimi K2.7 Code
- 57.4 GPT-5.2 Pro
- 56.7 GPT-5
- 56.0 Grok 4.1 Fast
- 55.1 GLM-5.1
- 55.1 Ox Alpha
- 54.3 Claude Sonnet 4.5
- 53.2 GPT-5.1
- 53.2 GLM-5
- 53.1 o3
- 52.6
DeepSeek-V3.2-Speciale
- 51.6
Gemini 2.5 Pro
- 50.9
DeepSeek-V4-Pro
- 50.0
Inkling
- 48.9 GPT-5.6 Terra
- 47.7 GLM-4.7
- 46.8 Kimi K2.5
- 46.8 GPT-5.6 Luna
- 46.4 Claude 3.7 Sonnet
- 46.3 DeepSeek V4 Flash (preview)
- 45.8 GPT-5.2
- 45.8
MiniMax-M3
- 45.5 Claude Sonnet 4
- 41.7 o1-preview
- 41.7
Nemotron 3 Ultra
- 41.4 Claude 3.5 Sonnet (October 2024)
- 41.2
Gemini 2.5 Flash
- 40.8
DeepSeek-R1
- 40.1 o1
- 40.0
DeepSeek-V3.1
- 39.6 Kimi K2 Thinking
- 38.7 o4-mini
- 36.1 Grok 3
- 35.2
Qwen 3.6 Flash
- 34.7
MiniMax-M2.1
- 34.5 GPT-4.5
- 31.1 Gemini-exp-1206
- 31.0
Qwen3-235B-A22B
- 30.9
DeepSeek-R1
- 30.7
Gemini 2.0 Flash Thinking
- 27.7
Llama 4 Maverick
- 27.5 Claude 3.5 Sonnet
- 27.2
DeepSeek-V3
- 27.1
Gemini 1.5 Pro
- 27.0 GPT-4.1
- 26.3 Kimi K2
- 25.1 GPT-4 Turbo
- 25.0
MiniMax-M2
- 23.5 Claude 3 Opus
- 23.0
Llama 3.1-405B
- 22.8 o3-mini
- 22.7 Grok-2
- 22.5 Mistral Large v2
- 22.1 gpt-oss-120b
- 20.4
Mistral Large 3
- 19.9
Llama 3.3 70B Instruct
- 18.9
Gemini 2.0 Flash
- 18.9
DeepSeek-V3
- 18.1 o1-mini
- 17.8 GPT-4o
- 17.4
Command R+
- 10.7 GPT-4o mini
- 8.00 GPT-3.5 Turbo
- 1 Claude Opus 5.5 88.4%
- 2 Claude Fable 5.1 86.6%
- 3 GPT-6 Astra Pro 86.5%
- 4 GPT-6 Astra 83.6%
- 5 GPT-6.1 Sol 82.9%
- 6
Gemini 3.8 Flash 82.4%
- 7 Claude Fable 5 81.9%
- 8
Muse Spark 1.3 81.8%
- 9 Claude Opus 5 80.6%
- 10
Gemini 3.1 Pro 79.6%
- 11 GPT-5.5 Pro 76.9%
- 12
Gemini 3.5 Flash 76.7%
- 13
Gemini 3 Pro 76.4%
- 14 Grok 4.6 75.9%
- 15 Claude Sonnet 5.5 75.9%
- 16
Muse Spark 1.2 74.5%
- 17 GPT-6 Sol 73.1%
- 18 GPT-5.6 Sol Pro xhigh 71.7%
- 19
Qwen3.7-Max 70.4%
- 20 Grok 4.5 70%
- 21 GPT-5.5 69%
- 22 Claude Opus 4.6 67.6%
- 23
DeepSeek V4.1 Flash 66.7%
- 24 GLM-5.3 66.2%
- 25 Claude Opus 4.8 64.8%
- 26 GPT-5.6 Sol xhigh 64.8%
- 27
Qwen 3.6 Max (Preview) 63%
- 28
Qwen 3.8 Max 62.5%
- 29
Gemini 2.5 Pro Jun 2025 62.4%
- 30 Claude Opus 4.5 62%
- 31 Claude Opus 4.7 61.7%
- 32 GPT-5 Pro 61.6%
- 33
Gemini 3 Flash 61.1%
- 34
DeepSeek-V4-Flash 61.1%
- 35 Kimi K3 max 60.7%
- 36 Claude Sonnet 5 60.6%
- 37 Grok 4 60.5%
- 38
Qwen 3.8 27B 60.2%
- 39 Claude Opus 4.1 60%
- 40 Claude Opus 4 58.8%
- 41 GLM-5.2 58.8%
- 42 Kimi K2.7 Code 57.9%
- 43 GPT-5.2 Pro xhigh 57.4%
- 44 GPT-5 high 56.7%
- 45 Grok 4.1 Fast 56%
- 46 GLM-5.1 55.1%
- 47 Ox Alpha 55.1%
- 48 Claude Sonnet 4.5 54.3%
- 49 GPT-5.1 high 53.2%
- 50 GLM-5 53.2%
- 51 o3 high 53.1%
- 52
DeepSeek-V3.2-Speciale 52.6%
- 53
Gemini 2.5 Pro Mar 2025 51.6%
- 54
DeepSeek-V4-Pro 50.9%
- 55
Inkling 50%
- 56 GPT-5.6 Terra xhigh 48.9%
- 57 GLM-4.7 47.7%
- 58 Kimi K2.5 46.8%
- 59 GPT-5.6 Luna xhigh 46.8%
- 60 Claude 3.7 Sonnet thinking 46.4%
- 61 DeepSeek V4 Flash (preview) 46.3%
- 62 GPT-5.2 high 45.8%
- 63
MiniMax-M3 45.8%
- 64 Claude Sonnet 4 thinking 45.5%
- 65 o1-preview 41.7%
- 66
Nemotron 3 Ultra 41.7%
- 67 Claude 3.5 Sonnet (October 2024) 41.4%
- 68
Gemini 2.5 Flash Sep 2025 41.2%
- 69
DeepSeek-R1 May 2025 40.8%
- 70 o1 high 40.1%
- 71
DeepSeek-V3.1 40%
- 72 Kimi K2 Thinking 39.6%
- 73 o4-mini high 38.7%
- 74 Grok 3 36.1%
- 75
Qwen 3.6 Flash 35.2%
- 76
MiniMax-M2.1 34.7%
- 77 GPT-4.5 34.5%
- 78 Gemini-exp-1206 31.1%
- 79
Qwen3-235B-A22B 31%
- 80
DeepSeek-R1 30.9%
- 81
Gemini 2.0 Flash Thinking Jan 2025 30.7%
- 82
Llama 4 Maverick 27.7%
- 83 Claude 3.5 Sonnet 27.5%
- 84
DeepSeek-V3 Mar 2025 27.2%
- 85
Gemini 1.5 Pro Sep 2024 27.1%
- 86 GPT-4.1 27%
- 87 Kimi K2 Jul 2025 26.3%
- 88 GPT-4 Turbo Apr 2024 25.1%
- 89
MiniMax-M2 25%
- 90 Claude 3 Opus 23.5%
- 91
Llama 3.1-405B 23%
- 92 o3-mini high 22.8%
- 93 Grok-2 Aug 2024 22.7%
- 94 Mistral Large v2 22.5%
- 95 gpt-oss-120b 22.1%
- 96
Mistral Large 3 20.4%
- 97
Llama 3.3 70B Instruct 19.9%
- 98
Gemini 2.0 Flash Dec 2024 18.9%
- 99
DeepSeek-V3 18.9%
- 100 o1-mini 18.1%
- 101 GPT-4o Aug 2024 17.8%
- 102
Command R+ 17.4%
- 103 GPT-4o mini 10.7%
- 104 GPT-3.5 Turbo Jun 2023 8.00%
| # | Entry | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | Claude Opus 5.5 | 88.4% | Sep 2026 | Official leaderboard | |
| 2 | Claude Fable 5.1 | 86.6% | Sep 2026 | Official leaderboard | |
| 3 | GPT-6 Astra Pro | 86.5% | Sep 2026 | Official leaderboard | |
| 4 | GPT-6 Astra | 83.6% | Sep 2026 | Official leaderboard | |
| 5 | GPT-6.1 Sol | 82.9% | Sep 2026 | Official leaderboard | |
| 6 | | 82.4% | Sep 2026 | Official leaderboard | |
| 7 | Claude Fable 5 | 81.9% | Jun 2026 | Official leaderboard | |
| 8 | | 81.8% | Sep 2026 | Official leaderboard | |
| 9 | Claude Opus 5 | 80.6% | Jul 2026 | Official leaderboard | |
| 10 | | 79.6% | Feb 2026 | Official leaderboard | |
| 11 | GPT-5.5 Pro | 76.9% | Apr 2026 | Official leaderboard | |
| 12 | | 76.7% | May 2026 | Official leaderboard | |
| 13 | | 76.4% | Nov 2025 | Official leaderboard | |
| 14 | Grok 4.6 | 75.9% | Aug 2026 | Official leaderboard | |
| 15 | Claude Sonnet 5.5 | 75.9% | Sep 2026 | Official leaderboard | |
| 16 | | 74.5% | Aug 2026 | Official leaderboard | |
| 17 | GPT-6 Sol | 73.1% | Sep 2026 | Official leaderboard | |
| 18 | GPT-5.6 Sol Pro | 71.7% | xhigh | Jul 2026 | Official leaderboard |
| 19 | | 70.4% | May 2026 | Official leaderboard | |
| 20 | Grok 4.5 | 70% | Jul 2026 | Official leaderboard | |
| 21 | GPT-5.5 | 69% | Apr 2026 | Official leaderboard | |
| 22 | Claude Opus 4.6 | 67.6% | Feb 2026 | Official leaderboard | |
| 23 | | 66.7% | Sep 2026 | Official leaderboard | |
| 24 | GLM-5.3 | 66.2% | Aug 2026 | Official leaderboard | |
| 25 | Claude Opus 4.8 | 64.8% | May 2026 | Official leaderboard | |
| 26 | GPT-5.6 Sol | 64.8% | xhigh | Jul 2026 | Official leaderboard |
| 27 | | 63% | Apr 2026 | Official leaderboard | |
| 28 | | 62.5% | Aug 2026 | Official leaderboard | |
| 29 | | 62.4% | Jun 2025 | Official leaderboard | |
| 30 | Claude Opus 4.5 | 62% | Nov 2025 | Official leaderboard | |
| 31 | Claude Opus 4.7 | 61.7% | Apr 2026 | Official leaderboard | |
| 32 | GPT-5 Pro | 61.6% | Oct 2025 | Official leaderboard | |
| 33 | | 61.1% | Dec 2025 | Official leaderboard | |
| 34 | | 61.1% | Apr 2026 | Official leaderboard | |
| 35 | Kimi K3 | 60.7% | max | Jul 2026 | Official leaderboard |
| 36 | Claude Sonnet 5 | 60.6% | Jun 2026 | Official leaderboard | |
| 37 | Grok 4 | 60.5% | Jul 2025 | Official leaderboard | |
| 38 | | 60.2% | Aug 2026 | Official leaderboard | |
| 39 | Claude Opus 4.1 | 60% | Aug 2025 | Official leaderboard | |
| 40 | Claude Opus 4 | 58.8% | May 2025 | Official leaderboard | |
| 41 | GLM-5.2 | 58.8% | Jun 2026 | Official leaderboard | |
| 42 | Kimi K2.7 Code | 57.9% | Jun 2026 | Official leaderboard | |
| 43 | GPT-5.2 Pro | 57.4% | xhigh | Dec 2025 | Official leaderboard |
| 44 | GPT-5 | 56.7% | high | Aug 2025 | Official leaderboard |
| 45 | Grok 4.1 Fast | 56% | Nov 2025 | Official leaderboard | |
| 46 | GLM-5.1 | 55.1% | Apr 2026 | Official leaderboard | |
| 47 | Ox Alpha | 55.1% | Aug 2026 | Official leaderboard | |
| 48 | Claude Sonnet 4.5 | 54.3% | Sep 2025 | Official leaderboard | |
| 49 | GPT-5.1 | 53.2% | high | Nov 2025 | Official leaderboard |
| 50 | GLM-5 | 53.2% | Feb 2026 | Official leaderboard | |
| 51 | o3 | 53.1% | high | Apr 2025 | Official leaderboard |
| 52 | | 52.6% | Dec 2025 | Official leaderboard | |
| 53 | | 51.6% | Mar 2025 | Official leaderboard | |
| 54 | | 50.9% | Apr 2026 | Official leaderboard | |
| 55 | | 50% | Jul 2026 | Official leaderboard | |
| 56 | GPT-5.6 Terra | 48.9% | xhigh | Jul 2026 | Official leaderboard |
| 57 | GLM-4.7 | 47.7% | Dec 2025 | Official leaderboard | |
| 58 | Kimi K2.5 | 46.8% | Jan 2026 | Official leaderboard | |
| 59 | GPT-5.6 Luna | 46.8% | xhigh | Jul 2026 | Official leaderboard |
| 60 | Claude 3.7 Sonnet | 46.4% | thinking | Feb 2025 | Official leaderboard |
| 61 | DeepSeek V4 Flash (preview) | 46.3% | Jun 2026 | Official leaderboard | |
| 62 | GPT-5.2 | 45.8% | high | Dec 2025 | Official leaderboard |
| 63 | | 45.8% | Jun 2026 | Official leaderboard | |
| 64 | Claude Sonnet 4 | 45.5% | thinking | May 2025 | Official leaderboard |
| 65 | o1-preview | 41.7% | Sep 2024 | Official leaderboard | |
| 66 | | 41.7% | Jun 2026 | Official leaderboard | |
| 67 | Claude 3.5 Sonnet (October 2024) | 41.4% | Oct 2024 | Official leaderboard | |
| 68 | | 41.2% | Sep 2025 | Official leaderboard | |
| 69 | | 40.8% | May 2025 | Official leaderboard | |
| 70 | o1 | 40.1% | high | Dec 2024 | Official leaderboard |
| 71 | | 40% | Aug 2025 | Official leaderboard | |
| 72 | Kimi K2 Thinking | 39.6% | Nov 2025 | Official leaderboard | |
| 73 | o4-mini | 38.7% | high | Apr 2025 | Official leaderboard |
| 74 | Grok 3 | 36.1% | Apr 2025 | Official leaderboard | |
| 75 | | 35.2% | Apr 2026 | Official leaderboard | |
| 76 | | 34.7% | Dec 2025 | Official leaderboard | |
| 77 | GPT-4.5 | 34.5% | Feb 2025 | Official leaderboard | |
| 78 | Gemini-exp-1206 | 31.1% | Dec 2024 | Official leaderboard | |
| 79 | | 31% | Apr 2025 | Official leaderboard | |
| 80 | | 30.9% | Jan 2025 | Official leaderboard | |
| 81 | | 30.7% | Jan 2025 | Official leaderboard | |
| 82 | | 27.7% | Apr 2025 | Official leaderboard | |
| 83 | Claude 3.5 Sonnet | 27.5% | Jun 2024 | Official leaderboard | |
| 84 | | 27.2% | Mar 2025 | Official leaderboard | |
| 85 | | 27.1% | Sep 2024 | Official leaderboard | |
| 86 | GPT-4.1 | 27% | Apr 2025 | Official leaderboard | |
| 87 | Kimi K2 Jul 2025 | 26.3% | Jul 2025 | Official leaderboard | |
| 88 | GPT-4 Turbo Apr 2024 | 25.1% | Apr 2024 | Official leaderboard | |
| 89 | | 25% | Oct 2025 | Official leaderboard | |
| 90 | Claude 3 Opus | 23.5% | Feb 2024 | Official leaderboard | |
| 91 | | 23% | Jul 2024 | Official leaderboard | |
| 92 | o3-mini | 22.8% | high | Jan 2025 | Official leaderboard |
| 93 | Grok-2 Aug 2024 | 22.7% | Aug 2024 | Official leaderboard | |
| 94 | Mistral Large v2 | 22.5% | Nov 2024 | Official leaderboard | |
| 95 | gpt-oss-120b | 22.1% | Aug 2025 | Official leaderboard | |
| 96 | | 20.4% | Dec 2025 | Official leaderboard | |
| 97 | | 19.9% | Dec 2024 | Official leaderboard | |
| 98 | | 18.9% | Dec 2024 | Official leaderboard | |
| 99 | | 18.9% | Dec 2024 | Official leaderboard | |
| 100 | o1-mini | 18.1% | Sep 2024 | Official leaderboard | |
| 101 | GPT-4o Aug 2024 | 17.8% | Aug 2024 | Official leaderboard | |
| 102 | | 17.4% | Aug 2024 | Official leaderboard | |
| 103 | GPT-4o mini | 10.7% | Jul 2024 | Official leaderboard | |
| 104 | GPT-3.5 Turbo Jun 2023 | 8.00% | Jun 2023 | Official leaderboard |
Epoch AI has scores for 82 models. We plot every source in the charts below.
11 models have held number one since its release in Oct 2024
Lab claims count from the day the card came out, independent runs from the model’s release. We draw one row each for the benchmark’s own leaderboard and Epoch AI’s runs.
The best score passed 85% in Sep 2026
All the scores we have, one dot each, so a model tested at several settings appears more than once.
No lab model card reports it yet
We read the headline results of 479 launch posts from 51 labs, and none of them list this benchmark.
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