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AA Coding Index

run by Artificial Analysisunit: indexDisplay with attribution; no redistribution83 modelssource ↗
AA Intelligence IndexAA Coding IndexAA Agentic IndexMedian output speedMedian time to first token
#ModelScoreObserved
1Claude Fable 5.1
81.6
independent
Sep 2, 2026
2Claude Opus 5
78.0
mirror
Jul 25, 2026
3GPT-5.6 Sol
77.4
mirror
Jul 23, 2026
4GPT-6 Astra
76.9
independent
Sep 5, 2026
5Grok 4.6
76.8
mirror
Aug 12, 2026
6GPT-5.6 Terra
76.7
mirror
Jul 23, 2026
7Claude Fable 5
76.5
mirror
Jul 23, 2026
8Gemini 3.8 Flash
76.3
mirror
Sep 3, 2026
9Kimi K3
76.2
mirror
Jul 23, 2026
9Qwen3.8 Max
76.2
mirror
Sep 16, 2026
11Gemini 3.7 Flash
76.1
mirror
Aug 14, 2026
12GPT-5.5
74.9
independent
Jul 24, 2026
13GLM-5.3
74.8
mirror
Aug 27, 2026
14Claude Opus 4.8
74.3
mirror
Jul 23, 2026
15Claude Opus 4.7
73.6
mirror
Jul 23, 2026
16Grok 4.5
72.4
mirror
Jul 23, 2026
17Muse Spark 1.2
72.2
independent
Aug 6, 2026
18Claude Sonnet 5
71.5
independent
Jul 24, 2026
18GLM-5.3-Flash
71.5
independent
Aug 27, 2026
20GPT-5.6 Luna
71.4
independent
Jul 24, 2026
21Muse Spark 1.1
71.3
mirror
Jul 23, 2026
22GPT-5.4
71.1
mirror
Jul 23, 2026
23Gemini 3.5 Flash
70.1
independent
Jul 24, 2026
24Gemini 3.6 Flash
69.2
mirror
Jul 23, 2026
25DeepSeek V4 Flash
69.1
mirror
Jul 31, 2026
26DeepSeek V4 Pro
68.8
mirror
Aug 13, 2026
26Gemini 3.1 Pro Preview
68.8
mirror
Sep 5, 2026
26GLM-5.2
68.8
mirror
Jul 23, 2026
29Qwen3.7 Max
66.0
mirror
Jul 23, 2026
30Claude Sonnet 4.6
63.0
mirror
Jul 23, 2026
31Kimi K2.6
61.8
mirror
Jul 23, 2026
32Kimi K2.7 Code
60.8
mirror
Jul 23, 2026
33MiniMax-M3
58.6
independent
Jul 24, 2026
34GPT-5.4 nano
56.1
mirror
Jul 23, 2026
34GPT-5.4 mini
56.1
mirror
Jul 23, 2026
36Qwen3.7 Plus
55.9
mirror
Jul 23, 2026
37GLM-5.1
55.8
mirror
Jul 23, 2026
38Qwen3.6 Plus
54.5
mirror
Jul 23, 2026
39Qwen3.6 27B
53.7
mirror
Jul 23, 2026
40MiniMax-M2.7
52.6
independent
Jul 24, 2026
41Claude Sonnet 4.5 (latest)
52.1
mirror
Jul 23, 2026
42Grok Build 0.1
51.5
independent
Jul 24, 2026
43GPT-5.1
49.4
independent
Jul 24, 2026
44Gemini 3.5 Flash Lite
49.3
independent
Jul 24, 2026
44Nemotron 3 Ultra 550B A55B
49.3
mirror
Jul 23, 2026
46Qwen3.5 397B-A17B
48.2
independent
Jul 24, 2026
47Kimi K2.5
46.8
mirror
Jul 23, 2026
48GLM-4.6
45.8
mirror
Jul 23, 2026
49Qwen3.5 122B-A10B
45.7
independent
Jul 24, 2026
50GLM-4.7
45.3
mirror
Jul 23, 2026
51DeepSeek V3.2
44.2
mirror
Jul 23, 2026
52Claude Haiku 4.5 (latest)
43.9
mirror
Jul 23, 2026
53Gemma 4 31B IT
43.4
mirror
Aug 7, 2026
54Grok 4.3
42.2
mirror
Jul 23, 2026
55Qwen3.6 35B-A3B
41.9
mirror
Jul 23, 2026
56o1
39.7
mirror
Jul 23, 2026
57Step 3.7 Flash
39.6
mirror
Jul 23, 2026
58Gemma 4 26B A4B IT
39.3
mirror
Jul 23, 2026
59GPT-5
37.8
independent
Jul 24, 2026
60Nemotron 3 Super
37.7
mirror
Jul 23, 2026
61Qwen3.5 35B-A3B
37.0
mirror
Jul 23, 2026
62Gemini 3.1 Flash Lite Preview
34.7
mirror
Jul 23, 2026
63Gemini 2.5 Pro
33.3
independent
Jul 24, 2026
64Devstral 2
31.3
mirror
Jul 23, 2026
65Mercury 2
31.1
independent
Jul 24, 2026
66DeepSeek R1
24.6
independent
Jul 24, 2026
67GPT-4o
24.2
mirror
Jul 23, 2026
68Qwen3 235B-A22Bthinking
22.1
mirror
Jul 23, 2026
69GPT-4 Turbo
21.5
mirror
Jul 23, 2026
70Kimi K2 Thinkingthinking
21.0
mirror
Jul 23, 2026
71GPT-4.1 mini
20.2
mirror
Jul 23, 2026
72Qwen3-Next 80B-A3B (Thinking)thinking
17.4
mirror
Jul 23, 2026
73o3-minihigh-effort
16.3
independent
Jul 24, 2026
74GPT-5 Mini
15.6
independent
Jul 24, 2026
75Qwen3 32B
15.3
mirror
Jul 23, 2026
76nemotron-3-nano-30b-a3b
14.4
mirror
Jul 23, 2026
77Qwen3 14B
13.8
mirror
Jul 23, 2026
78GPT-4
13.1
mirror
Jul 23, 2026
79Llama-3.3-70B-Instruct
11.9
mirror
Jul 23, 2026
80GPT-4o mini
11.4
mirror
Jul 23, 2026
81GPT-4.1 nano
11.1
mirror
Jul 23, 2026
82GPT-3.5-turbo
10.7
mirror
Jul 23, 2026
83Qwen3 8B
9.0
mirror
Jul 23, 2026

Bars on a 0–81.6 index scale. Scores link to model pages; every number keeps its source on the model page.