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Artificial Analysis Coding Index

Artificial Analysis aggregate coding score.

The Coding Index is the source dataset's aggregate coding signal. Use it as a broad programming capability view before drilling into individual code benchmarks such as LiveCodeBench and SciCode.

Test type: Aggregate coding evaluation that combines code-focused benchmark results exposed by Artificial Analysis.

Coverage

222 models have this metric.

78.3

Current leader: GPT-5.6 Sol (xhigh)

Project links

Scores come from the current Artificial Analysis dataset, read from Supabase when configured.

Artificial Analysis Coding Index resultsArtificial Analysis methodology

Top Coding Models

Top models ranked by Coding.

Leaderboard

RankModelCreatorValueSpeedBlended Price
#1GPT-5.6 Sol (xhigh)OpenAI78.357 tok/s$11.25/M
#2
GPT-5.6 Sol (max)
OpenAI
77.4
67.4 tok/s
$11.25/M
#3GPT-5.6 Sol (high)OpenAI77.256.2 tok/s$11.25/M
#4GPT-5.6 Terra (max)OpenAI76.7170.1 tok/s$5.63/M
#5Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)Anthropic76.569.4 tok/s$20.00/M
#6GPT-5.6 Sol (medium)OpenAI76.355.6 tok/s$11.25/M
#7GPT-5.5 (xhigh)OpenAI74.973.9 tok/s$11.25/M
#8Claude Opus 4.8 (Adaptive Reasoning, Max Effort)Anthropic74.354.3 tok/s$10.00/M
#9Claude Opus 4.7 (Adaptive Reasoning, Max Effort)Anthropic73.649.5 tok/s$10.00/M
#10Claude Opus 4.7 (Non-reasoning, High Effort)Anthropic73.643 tok/s$10.00/M
#11Grok 4.5 (high)SpaceXAI72.4122.8 tok/s$3.00/M
#12GPT-5.5 (high)OpenAI71.658.4 tok/s$11.25/M
#13GPT-5.5 (medium)OpenAI71.558.3 tok/s$11.25/M
#14Claude Sonnet 5 (Adaptive Reasoning, Max Effort)Anthropic71.589.2 tok/s$4.00/M
#15Claude Sonnet 5 (Adaptive Reasoning, Low Effort)Anthropic71.559.2 tok/s$4.00/M
#16Claude Sonnet 5 (Adaptive Reasoning, Xhigh Effort)Anthropic71.569.1 tok/s$4.00/M
#17Claude Sonnet 5 (Adaptive Reasoning, High Effort)Anthropic71.559.1 tok/s$4.00/M
#18Claude Sonnet 5 (Adaptive Reasoning, Medium Effort)Anthropic71.559.5 tok/s$4.00/M
#19GPT-5.6 Luna (max)OpenAI71.4243.6 tok/s$2.25/M
#20Muse Spark 1.1 (xhigh)Meta71.3124.3 tok/s$2.00/M
#21GPT-5.4 (xhigh)OpenAI71.1154.5 tok/s$5.63/M
#22GPT-5.4 (Non-reasoning)OpenAI71.197.5 tok/s$5.63/M
#23GPT-5.4 (low)OpenAI71.198.2 tok/s$5.63/M
#24GPT-5.6 Terra (xhigh)OpenAI70.6117.6 tok/s$5.63/M
#25Gemini 3.5 Flash (medium)Google70.1234.7 tok/s$3.38/M
#26Gemini 3.5 Flash (minimal)Google70.1201.4 tok/s$3.38/M
#27Gemini 3.5 Flash (high)Google70.1241.2 tok/s$3.38/M
#28GPT-5.6 Sol (low)OpenAI69.757.1 tok/s$11.25/M
#29Gemini 3.1 Pro PreviewGoogle68.8123.1 tok/s$4.50/M
#30GLM-5.2 (max)Z AI68.8149.2 tok/s$2.15/M
#31GPT-5.6 Luna (xhigh)OpenAI68.6185.7 tok/s$2.25/M
#32GPT-5.6 Terra (high)OpenAI67.1109.5 tok/s$5.63/M
#33Claude Sonnet 5 (Non-reasoning, High Effort)Anthropic66.457.9 tok/s$4.00/M
#34Qwen3.7 MaxAlibaba66.0198.9 tok/s$3.75/M
#35GPT-5.6 Sol (Non-reasoning)OpenAI65.145.3 tok/s$11.25/M
#36GPT-5.6 Terra (medium)OpenAI64.7103.3 tok/s$5.63/M
#37GPT-5.6 Luna (high)OpenAI63.3191.2 tok/s$2.25/M
#38Claude Sonnet 4.6 (Non-reasoning, Low Effort)Anthropic63.047.6 tok/s$6.00/M
#39Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort)Anthropic63.072 tok/s$6.00/M
#40Claude Sonnet 4.6 (Non-reasoning, High Effort)Anthropic63.046.4 tok/s$6.00/M
#41Kimi K2.6 (Non-reasoning)Kimi61.835.7 tok/s$1.71/M
#42Kimi K2.6Kimi61.839.2 tok/s$1.71/M
#43GPT-5.5 (low)OpenAI60.956.8 tok/s$11.25/M
#44Kimi K2.7 CodeKimi60.843 tok/s$1.71/M
#45MiMo-V2.5-Pro (Non-reasoning)Xiaomi60.254 tok/s$0.926/M
#46MiMo-V2.5-ProXiaomi60.257.1 tok/s$0.544/M
#47KAT Coder Pro V2KwaiKAT59.5n/a$0.525/M
#48DeepSeek V4 Pro (Reasoning, Max Effort)DeepSeek59.463.7 tok/s$0.544/M
#49DeepSeek V4 Pro (Reasoning, High Effort)DeepSeek59.457.6 tok/s$0.544/M
#50DeepSeek V4 Pro (Non-reasoning)DeepSeek59.453.5 tok/s$0.544/M
#51NANex-N2-ProNex AGI59.1138.6 tok/s$1.00/M
#52TEHy3-preview (Reasoning)Tencent58.8124.1 tok/s$0.200/M
#53TEHy3Tencent58.848 tok/s-
#54Muse SparkMeta58.6n/a-
#55MiniMax-M3MiniMax58.694.8 tok/s$0.525/M
#56GPT-5.6 Terra (low)OpenAI58.1102.3 tok/s$5.63/M
#57MiMo-V2.5Xiaomi56.875.5 tok/s$0.175/M
#58GPT-5.5 (Non-reasoning)OpenAI56.557.4 tok/s$11.25/M
#59DeepSeek V4 Flash (Reasoning, Max Effort)DeepSeek56.2101.1 tok/s$0.175/M
#60DeepSeek V4 Flash (Reasoning, High Effort)DeepSeek56.2n/a$0.175/M
#61DeepSeek V4 Flash (Non-reasoning)DeepSeek56.290.1 tok/s$0.175/M
#62GPT-5.4 nano (medium)OpenAI56.1155.9 tok/s$0.463/M
#63GPT-5.4 nano (xhigh)OpenAI56.1161.4 tok/s$0.463/M
#64GPT-5.4 mini (medium)OpenAI56.1175.8 tok/s$1.69/M
#65GPT-5.4 nano (Non-Reasoning)OpenAI56.1170.4 tok/s$0.463/M
#66GPT-5.4 mini (xhigh)OpenAI56.1167.5 tok/s$1.69/M
#67GPT-5.4 mini (Non-Reasoning)OpenAI56.1155.1 tok/s$1.69/M
#68Qwen3.7 PlusAlibaba55.952.4 tok/s$0.700/M
#69GLM-5.1 (Non-reasoning)Z AI55.852.4 tok/s$2.15/M
#70GLM-5.1 (Reasoning)Z AI55.867.9 tok/s$2.15/M
#71Qwen3.6 PlusAlibaba54.553.3 tok/s$1.13/M
#72Qwen3.6 27B (Reasoning)Alibaba53.756.8 tok/s$1.35/M
#73MiniMax-M2.7MiniMax52.648.6 tok/s$0.525/M
#74JT-4.1 Flash 236B A21BChina Mobile52.4n/a-
#75GPT-5.6 Terra (Non-reasoning)OpenAI52.3101.7 tok/s$5.63/M
#76TMInkling (xhigh)Thinking Machines52.182.9 tok/s$2.57/M
#77Claude 4.5 Sonnet (Reasoning)Anthropic52.150 tok/s$6.00/M
#78Grok Build 0.1 0616SpaceXAI51.546.3 tok/s$1.25/M
#79GPT-5.6 Luna (medium)OpenAI50.7185.8 tok/s$2.25/M
#80MiMo-V2-Flash (Non-reasoning)Xiaomi49.8n/a-