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Benchmarks / External Composite Indices

AA Coding Index

Artificial Analysis's coding composite. Displayed for reference only.

maintained by Artificial Analysis · 94 observations on record

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AA Coding Index current
aa-coding-index

Current leaderboard

AA Coding Index · Index points · top 25 of 94 systems
6972757881
GPT 5.6 Sol
78.3
GPT 5.6 Sol
77.4
GPT 5.6 Sol
77.2
GPT 5.6 Terra
76.7
GPT 5.6 Sol
76.3
GPT 5.5 (2026-04-22)
74.9
Claude Opus 4.8
74.3
Claude Opus 4.7
73.6
Grok 4.5
72.4
GPT 5.5 (2026-04-22)
71.6
#SystemIndex points
1GPT 5.6 Solxhigh effort
OpenAI
78.3 points
2GPT 5.6 Solmax effort
OpenAI
77.4 points
3GPT 5.6 Solhigh effort
OpenAI
77.2 points
4GPT 5.6 Terramax effort
OpenAI
76.7 points
5GPT 5.6 Solmedium effort
OpenAI
76.3 points
6GPT 5.5 (2026-04-22)xhigh effort
OpenAI
74.9 points
7Claude Opus 4.8max effort
Anthropic
74.3 points
8Claude Opus 4.7max effort
Anthropic
73.6 points
9Grok 4.5high effort
xAI
72.4 points
10GPT 5.5 (2026-04-22)high effort
OpenAI
71.6 points
11GPT 5.5 (2026-04-22)medium effort
OpenAI
71.5 points
12Claude Sonnet 5max effort
Anthropic
71.5 points
13GPT 5.6 Lunamax effort
OpenAI
71.4 points
14Muse Spark 1.1xhigh effort
Meta AI
71.3 points
15GPT 5.4 (2026-03-05)xhigh effort
OpenAI
71.1 points
16GPT 5.6 Terraxhigh effort
OpenAI
70.6 points
17Gemini 3.5 Flashhigh effort
Google DeepMind
70.1 points
18GPT 5.6 Sollow effort
OpenAI
69.7 points
19Gemini 3.1 Pro Preview
Google DeepMind
68.8 points
20GLM 5.2max effort
Z.ai
68.8 points
21GPT 5.6 Lunaxhigh effort
OpenAI
68.6 points
22GPT 5.6 Terrahigh effort
OpenAI
67.1 points
23Claude Sonnet 5high effort
Anthropic
66.4 points
24Qwen3 7 Max
Alibaba (Qwen)
66.0 points
25GPT 5.6 Solno reasoning
OpenAI
65.1 points

One row per evaluated system — reasoning-effort variants rank separately.