Artificial Analysis Intelligence Index
Best score rose 46.5, from 8.5 (DeepSeek V3) to 55 (Kimi K3.1 Pro).
Every score from our Model Drops on one board, since Dec 5, 2024: who leads, how fast the best scores move, and which new models jumped furthest past the last generation.
Handy AI's weigh-in: every leaderboard on this page folded into one ranking.
Each dot is a model at its release. The line is the record holder at each point. Hollow dots are models without a drop of their own, placed where we first saw them cited.
Best score rose 46.5, from 8.5 (DeepSeek V3) to 55 (Kimi K3.1 Pro).
Best score rose 35.1 points, from 59.1% (DeepSeek V3) to 94.2% (Kimi K3.1 Pro).
Best score rose 38.6 points, from 42% (DeepSeek V3) to 80.6% (DeepSeek V4 Pro).
Best score rose 42.6 points, from 8.5% (DeepSeek R1) to 51.1% (Kimi K3.1 Pro).
Best score rose 53 points, from 40.5% (DeepSeek V3) to 93.5% (DeepSeek V4).
Best score rose 27.9 points, from 70% (DeepSeek R1) to 97.9% (gpt-oss-120b).
Best score rose 74.3 points, from 2.7% (Gemma 4) to 77% (DeepSeek V4.1 Flash 1017).
Best score rose 44.8 points, from 18.7% (gpt-oss-120b) to 63.5% (GLM-5.1).
A new model against the model it replaced, on the same chart in its launch post.
The latest reported score for every model on each benchmark. Tap a card's share button for an image of it.
62 models compared.
62 models · 75 drops · Kimi K3.1 Pro, DeepSeek V4.1 Flash 1017, Muse Spark Open, Mistral Large 4, Qwen3.8, Qwen3.5, Inkling, Nemotron 3 Ultra, GLM-5.1, Gemma 4, Kimi K2.5, DeepSeek V3.2, Kimi K2 Thinking, Nemotron 3.5 Lightning, Nemotron 3 Super, Qwen3-Max, DeepSeek V3.1, gpt-oss-120b & gpt-oss-20b, Grok Code Fast 1, DeepSeek R1 0528, Kimi K2, Nemotron 3 Nano, Llama 4 Maverick & Scout, Qwen3, Mistral Medium 3, DeepSeek V3, Llama 3.1 Nemotron Ultra, Nemotron Nano 2
50 models compared.
50 models · 59 drops · Kimi K3.1 Pro, Muse Spark Open, Nemotron 3.5 Super VL, Inkling, Qwen3.8, Nanbeige4.3-33B model card, GLM-5, Nemotron 3 Ultra, DeepSeek V3.2, Gemma 4, DiffuSpace, "Clover-35B-A3B-Preview", Nemotron 3.5 Lightning, MAI-Thinking-1, DeepSeek V3.1, Nemotron 3 Super, Llama 3.1 Nemotron Ultra, Kimi K2, DeepSeek R1 0528, Qwen3, Llama 4 Maverick & Scout, Nemotron Nano 2, Liquid AI, "Introducing LFM3", Mistral Medium 3, DeepSeek V3
34 models compared.
34 models · 48 drops · Inkling, Nemotron 3.5 Super VL, GLM-5, Qwen3.5, DiffuSpace, "Clover-35B-A3B-Preview", MAI-Thinking-1, DeepSeek V3.2, Nemotron 3.5 Lightning, MiniMax-M2, Kimi K2 Thinking, Qwen3-Max, GLM-4.5, Nemotron 3 Super, DeepSeek R1 0528, DeepSeek V3.1, Liquid AI, "Introducing LFM3", DeepSeek V3
Expert-level questions, no tools.
34 models · 40 drops · Kimi K3.1 Pro, Qwen3.8, DeepSeek V4.1 Flash 1017, Inkling, Nemotron 3.5 Super VL, GLM-5.1, GLM-5, Qwen3.5, Nemotron 3 Ultra, DeepSeek V3.2, Gemma 4, Nemotron 3 Super, DeepSeek V3.1, GLM-4.5, DeepSeek R1 0528, Nemotron 3 Nano, Liquid AI, "Introducing LFM3", Nemotron Nano 2
How people received the model in its first week on X, Hacker News, in the news and among trusted reviewers (Handy AI).
27 models · 27 drops · Every model's sources, quotes and method
34 models compared.
34 models · 24 drops · MAI-Thinking-1, Nemotron 3 Ultra, Qwen3.5, DeepSeek V3.2, Gemma 4, Kimi K2 Thinking, Liquid AI, "Introducing LFM3", DeepSeek R1 0528, Nemotron Nano 2, Qwen3, Nemotron 3 Nano, Llama 3.1 Nemotron Ultra, Kimi K2, Qwen3-Max, Llama 4 Maverick & Scout, DeepSeek V3, Mistral Medium 3
18 models compared.
18 models · 24 drops · gpt-oss-120b & gpt-oss-20b, DeepSeek V3.2, MAI-Thinking-1, Nemotron 3 Nano, Kimi K2 Thinking, DeepSeek V3.1, Qwen3, DeepSeek R1 0528, Llama 3.1 Nemotron Ultra, Nemotron Nano 2, Qwen3-Max, Kimi K2
Fixing issues in real repositories.
15 models · 24 drops · Kimi K3.1 Pro, MiniMax M3.1 Flash, MiMo-V2.6-Pro, Nanbeige4.3-33B model card, Muse Spark Open, Mistral Large 4, Mirendil, "Introducing Fern"
Hard tasks in a real terminal (2025 edition).
9 models · 22 drops · GLM-5.1, GLM-5, Qwen3.5, MAI-Thinking-1, Nemotron 3 Super, DeepSeek V3.2
22 models compared.
22 models · 21 drops · Kimi K3.1 Pro, Meituan LongCat-2.5 launch post, Qwen3.5, GLM-5, Nemotron 3 Ultra, GLM-5.1, DeepSeek V3.2, Nemotron 3.5 Lightning, MiniMax-M2, Kimi K2 Thinking, DeepSeek V3.1, GLM-4.5
25 models compared.
25 models · 20 drops · MiMo-V2.6-Pro, Meituan LongCat-2.5 launch post, Muse Spark Open, Inkling, Nanbeige4.3-33B model card, Qwen3.8, Nemotron 3 Ultra, DiffuSpace, "Clover-35B-A3B-Preview", Nemotron 3.5 Lightning, SenseNova-Loop-9B-Preview model card, Liquid AI, "Introducing LFM3"
Multi-hour work in a real terminal.
15 models · 19 drops · Kimi K3.1 Pro, Tencent Hunyuan Hy4 launch post, Meituan LongCat-2.5 launch post, MiniMax M3.1 Flash, MiMo-V2.6-Pro, Mistral Large 4, Nanbeige4.3-33B model card, Mirendil, "Introducing Fern"
Professional work products, graded head to head (Elo).
8 models · 19 drops · Kimi K3.1 Pro, GLM-5.3, MiMo-V2.6-Pro, Muse Spark Open
10 models compared.
10 models · 17 drops · DeepSeek V3.1, DeepSeek R1 0528, Kimi K2, Qwen3, Llama 4 Maverick & Scout, GPT-4.5
5 models compared.
5 models · 17 drops · Qwen3.5, Mistral Medium 3, Llama 4 Maverick & Scout
Real business automations (Zapier).
14 models · 16 drops · MiniMax M3.1 Flash, Mistral Large 4, Tencent Hunyuan Hy4 launch post, Nanbeige4.3-33B model card, MiMo-V2.6-Pro, Meituan LongCat-2.5 launch post, SenseNova-Loop-9B-Preview model card
14 models compared.
14 models · 15 drops · Inkling, Qwen3.8, Nemotron 3.5 Super VL, Nanbeige4.3-33B model card, MAI-Thinking-1, GLM-5.1
Expert-level questions, with search and code.
20 models · 14 drops · Kimi K3.1 Pro, GLM-5.3, Inkling, GLM-5, Kimi K2 Thinking, MiniMax-M2, DeepSeek V3.1, gpt-oss-120b & gpt-oss-20b, Liquid AI, "Introducing LFM3"
8 models compared.
8 models · 12 drops · GLM-4.5, Qwen3, DeepSeek R1 0528, Llama 3.1 Nemotron Ultra, DeepSeek V3
14 models compared.
14 models · 11 drops · Nemotron 3.5 Super VL, Kimi K2 Thinking, Nemotron 3 Super, Kimi K2, Nemotron 3 Nano
6 models compared.
6 models · 11 drops · Kimi K2, DeepSeek R1 0528, Grok 3, DeepSeek V3
Using a computer: apps, files and the web (2025 edition).
5 models · 10 drops · MiMo-V2.6-Pro, Qwen3.8
12 models compared.
12 models · 9 drops · Gemma 4, GLM-4.5, DiffuSpace, "Clover-35B-A3B-Preview", Llama 4 Maverick & Scout, Mistral Medium 3, Grok 3, DeepSeek V3
17 models compared.
17 models · 8 drops · Nemotron 3.5 Super VL, Inkling, Nemotron 3 Ultra, Qwen3.5, Liquid AI, "Introducing LFM3", Nemotron 3 Super, Nemotron 3 Nano
Tasks in a real terminal (first edition).
10 models · 8 drops · Kimi K2 Thinking, MiniMax-M2, GLM-4.5, DeepSeek V3.1
Using a computer: apps, files and the web.
4 models · 8 drops · Tencent Hunyuan Hy4 launch post, MiniMax M3.1 Flash
Legal work end to end.
5 models · 7 drops · Kimi K3.1 Pro, Mistral Large 4
7 models compared.
7 models · 6 drops · Muse Spark Open, GLM-5, Liquid AI, "Introducing LFM3"
4 models compared.
4 models · 6 drops · GLM-4.5, gpt-oss-120b & gpt-oss-20b
Scientific computing tasks in a terminal.
4 models · 6 drops · Kimi K3.1 Pro, Tencent Hunyuan Hy4 launch post
27 models compared.
27 models · 5 drops · Epoch Capabilities Index (2026-11-04), Epoch Capabilities Index (Nov 3), Llama 4 Maverick & Scout
21 models compared.
21 models · 5 drops · Artificial Analysis (2026-11-04), Nanbeige4.3-33B model card, DiffuSpace, "Clover-35B-A3B-Preview", Nemotron 3.5 Lightning, Nemotron 3 Nano, Liquid AI, "Introducing LFM3"
8 models compared.
8 models · 5 drops · Nemotron Nano 2, Llama 3.1 Nemotron Ultra, Mistral Medium 3, DeepSeek V3
7 models compared.
7 models · 5 drops · Kimi K3.1 Pro, Tencent Hunyuan Hy4 launch post, DeepSeek V4.1 Flash 1017, Meituan LongCat-2.5 launch post
6 models compared.
6 models · 5 drops · MiniMax M3.1 Flash, GLM-5.1
6 models compared.
6 models · 5 drops · Composer 2, MiniMax-M2, Liquid AI, "Introducing LFM3"
4 models compared.
4 models · 5 drops · gpt-oss-120b & gpt-oss-20b, Qwen3
9 models compared.
9 models · 4 drops · Inkling, Nanbeige4.3-33B model card, Gemma 4
9 models compared.
9 models · 4 drops · MiniMax M3.1 Flash, Nanbeige4.3-33B model card, GLM-5.1
8 models compared.
8 models · 4 drops · MiMo-V2.6-Pro, Muse Spark Open, Nanbeige4.3-33B model card
7 models compared.
7 models · 4 drops · Kimi K3.1 Pro, Tencent Hunyuan Hy4 launch post, DeepSeek V4.1 Flash 1017, MiniMax M3.1 Flash
7 models compared.
7 models · 4 drops · Kimi K3.1 Pro, Kimi K2.5, Gemma 4
5 models compared.
4 models compared.
4 models · 4 drops · Nemotron 3.5 Super VL
4 models compared.
4 models · 4 drops · Liquid AI, "Introducing LFM3", Nemotron Nano 2, Claude 3.7 Sonnet
Lower is better.
2 models · 4 drops · Kimi K2.5
2 models compared.
2 models · 4 drops · gpt-oss-120b & gpt-oss-20b
Terminal-Bench run by a third party on one shared harness.
14 models · 3 drops · Artificial Analysis (2026-11-04), Grok 4.7, Mistral Large 4
6 models compared.
6 models · 3 drops · Kimi K3.1 Pro, DeepSeek V4.1 Flash 1017, Muse Spark Open
5 models compared.
5 models · 3 drops · Ling-3.1-flash-1019 model card, Nanbeige4.3-33B model card, Liquid AI, "Introducing LFM3"
5 models compared.
5 models · 3 drops · Liquid AI, "Introducing LFM3", DiffuSpace, "Clover-35B-A3B-Preview", Nanbeige4.3-33B model card
4 models compared.
4 models · 3 drops · Kimi K3.1 Pro, DeepSeek V4.1 Flash 1017
4 models compared.
3 models compared.
3 models · 3 drops · Kimi K3.1 Pro, GLM-5.3
Work products built from PDFs (Surge AI).
3 models · 3 drops · Kimi K3.1 Pro
2 models compared.
2 models · 3 drops · GLM-5.3
12 models compared.
12 models · 2 drops · Artificial Analysis (2026-11-04)
Business automations, run by Artificial Analysis.
12 models · 2 drops · Artificial Analysis (2026-11-04)
9 models compared.
9 models · 2 drops · Nemotron 3 Ultra, Nemotron 3.5 Lightning
5 models compared.
5 models · 2 drops · Nemotron 3 Ultra, Nemotron 3 Super
5 models compared.
5 models · 2 drops · MiMo-V2.6-Pro, Nanbeige4.3-33B model card
4 models compared.
4 models · 2 drops · Kimi K3.1 Pro, GLM-5.3
4 models compared.
4 models · 2 drops · Qwen3, Nemotron Nano 2
4 models compared.
4 models · 2 drops · Kimi K3.1 Pro, DeepSeek V4.1 Flash 1017
4 models compared.
4 models · 2 drops · Nanbeige4.3-33B model card, Liquid AI, "Introducing LFM3"
4 models compared.
4 models · 2 drops · Nanbeige4.3-33B model card, Mirendil, "Introducing Fern"
4 models compared.
4 models · 2 drops · Mistral Large 4
3 models compared.
3 models · 2 drops · Kimi K3.1 Pro
3 models compared.
3 models · 2 drops · Liquid AI, "Introducing LFM3", Qwen3
3 models compared.
3 models · 2 drops · Kimi K3.1 Pro
2 models compared.
2 models · 2 drops · Kimi K3.1 Pro
2 models compared.
2 models · 2 drops · Kimi K2.5
Real coding tasks in open-source repos (Cognition), run by Artificial Analysis.
12 models · 1 drop · Tencent Hunyuan Hy4 launch post, Artificial Analysis (2026-11-04)
11 models compared.
11 models · 1 drop · Artificial Analysis (2026-11-04)
10 models compared.
10 models · 1 drop · Vals Index v2.2 (2026-11-04)
8 models compared.
8 models · 1 drop · Artificial Analysis (2026-11-04), Mistral Large 4
5 models compared.
5 models · 1 drop · Nemotron 3.5 Lightning
4 models compared.
4 models · 1 drop · DeepSeek V4.1 Flash 1017
4 models compared.
4 models · 1 drop · MiniMax M3.1 Flash
4 models compared.
4 models · 1 drop · Mistral Large 4
4 models compared.
4 models · 1 drop · Muse Spark Open
3 models compared.
3 models · 1 drop · Gemma 4
3 models compared.
3 models · 1 drop · Llama 3.1 Nemotron Ultra
3 models compared.
3 models · 1 drop · Nanbeige4.3-33B model card
3 models compared.
3 models · 1 drop · Nanbeige4.3-33B model card
3 models compared.
3 models · 1 drop · Mistral Large 4
3 models compared.
3 models · 1 drop · Kimi K3.1 Pro
3 models compared.
3 models · 1 drop · Nanbeige4.3-33B model card
3 models compared.
3 models · 1 drop · Nemotron 3 Super
3 models compared.
3 models · 1 drop · Kimi K3.1 Pro
3 models compared.
3 models · 1 drop · Nanbeige4.3-33B model card
3 models compared.
3 models · 1 drop · Nemotron 3 Nano
3 models compared.
3 models · 1 drop · MiniMax-M2
2 models compared.
2 models · 1 drop · Mistral Medium 3
2 models compared.
2 models · 1 drop · Kimi K3.1 Pro
2 models compared.
2 models · 1 drop · Llama 3.1 Nemotron Ultra
2 models compared.
2 models · 1 drop · Llama 4 Maverick & Scout
2 models compared.
2 models · 1 drop · Mistral Large 4
2 models compared.
2 models · 1 drop · Mistral Medium 3
2 models compared.
2 models · 1 drop · Nemotron 3.5 Super VL
2 models compared.
2 models · 1 drop · Mistral Medium 3
2 models compared.
2 models · 1 drop · Llama 4 Maverick & Scout
2 models compared.
2 models · 1 drop · Nemotron Nano 2
2 models compared.
2 models · 1 drop · Nemotron 3 Nano
2 models compared.
2 models · 1 drop · Qwen3-Max
2 models compared.
2 models · 1 drop · Qwen3-Max
Unpublished research-level physics problems, hard subset, run by Artificial Analysis.
12 models · 0 drops · Artificial Analysis (2026-11-04)
Terminal-Bench Science run by a third party on one shared harness.
12 models · 0 drops · Artificial Analysis (2026-11-04)
No leaderboard matches that. Try a benchmark name like "SWE-bench" or a kind like "math".
Every Model Drop by month, marked with its maker.
Scores come from the benchmark section of each handyai.news Model Drop, mostly the makers' launch tables. When drops disagree, the newest drop wins, since later launches re-run rivals on the current version of a benchmark; the model's own launch number is kept as launch_score. Settings (effort level, harness) vary between makers, so compare within a board with care. Models without their own drop are dated by the first drop that cites them.
The data is open: /api/benchmarks (JSON), /benchmarks.md (Markdown), one benchmark at /api/benchmarks/{benchmark}, the best model overall at /api/benchmarks/weigh-in (or /weigh-in/{type} for a topic), a PNG of any card by adding .png, and the list_benchmarks, get_benchmark and get_weigh_in tools on our MCP server.