Which model leads Artificial Analysis Coding Index?

Q: Which model leads Artificial Analysis Coding Index?

Claude Fable 5.1 tops the board at 81.603

Artificial Analysis Coding Index Leaderboard — Model Scores

Pro Mode — raw scores, one benchmark under the lensAA-graded harness

The field · 200 measured

16.27781.603

200 models measured, most on the AA-graded harness. Claude Fable 5.1 tops the board at 81.603.

200 measured·Lifecycle Updated Oct 9, 2026Score basis

#◆Vendor$/M in$/M out

Leader — ignites whiteField — fill cools with scoreIndependently verified only0 of 200Bars show 16.277–81.603 · ◆ solid = first-party or better · outlined = arm's-length

01Claude Fable 5.1+4 altsAnthropic81.603$10.0/M$50.0/M$0.368

02Claude Opus 5+4 altsAnthropic77.983$5.0/M$25.0/M$0.192

03GPT-5.6 Sol+5 altsOpenAI77.388$4.0/M$20.0/M$0.155

04GPT-6 Astra+5 altsOpenAI76.943$10.0/M$50.0/M$0.390

05GPT-5.6 Terra+5 altsOpenAI76.655$2.0/M$12.0/M$0.091

06Claude Fable 5Anthropic76.491$10.0/M$50.0/M$0.392

07Gemini 3.8 Flash+2 altsGoogle76.29$0.75/M$3.8/M$0.029

08Kimi K3+2 altsMoonshot76.239$0.58/M$12.3/M$0.084

09Gemini 3.7 Flash+2 altsGoogle76.121$0.75/M$3.8/M$0.030

10Grok 4.6+3 altsSpaceXAI75.883$2.0/M$6.0/M$0.053

11Muse Spark 1.3+1 altMeta75.779$1.3/M$4.3/M$0.036

12GPT-5.5+4 altsOpenAI74.891$5.0/M$30.0/M$0.234

13GLM-5.3Z.ai74.757$1.4/M$4.4/M$0.039

14Claude Opus 4.8Anthropic74.254$5.0/M$25.0/M$0.202

15Claude Opus 4.7+1 altAnthropic73.602$5.0/M$25.0/M$0.204

16Qwen3.8 Flash NextAlibaba73.053$0.15/M$0.47/M$0.004

17Grok4.5SpaceXAI72.449$2.0/M$6.0/M$0.055

18Muse Spark 1.2Meta72.222$1.3/M$4.3/M$0.038

19Qwen3.8 2.4T A95BAlibaba71.888$2.0/M$6.0/M$0.056

20Qwen3.8 Max PreviewAlibaba71.813$3.3/M$9.9/M$0.092

21Claude Sonnet 5+1 altAnthropic71.546$2.0/M$10.0/M$0.084

22GLM 5.3 FlashZ.ai71.535$0.15/M$0.50/M$0.005

23GPT-5.6 Luna+5 altsOpenAI71.448$0.20/M$1.2/M$0.010

24Muse Spark 1.1Meta71.341$1.3/M$4.3/M$0.039

25GPT-5.4+2 altsOpenAI71.051$2.5/M$15.0/M$0.123

26Gemini 3.5 Flash+2 altsGoogle70.143$1.5/M$9.0/M$0.075

27Gemini 3.6 FlashGoogle69.239$0.75/M$3.8/M$0.032

28DeepSeek-V4-Flash+4 altsDeepSeek69.063$0.44/M$1.3/M$0.013

29Gemini 3.1 ProGoogle68.826$2.0/M$12.0/M$0.102

30GLM-5.2+1 altZ.ai68.756$1.4/M$4.4/M$0.042

31Qwen3.8 27B+3 altsAlibaba68.076$0.50/M$3.0/M$0.026

32Qwen3.7 MaxAlibaba65.969$2.5/M$7.5/M$0.076

33Motif-3Motif Technologies63.479———

34Claude Sonnet 4.6+2 altsAnthropic63.027$3.0/M$15.0/M$0.143

35Agnes 2.5 Pro BetaSapiens AI62.298———

36Motif-3-BetaMotif Technologies61.967———

37Kimi K2.6+1 altMoonshot61.769$0.95/M$4.0/M$0.040

38K2 Horizon 375B A23BMBZUAI61.52———

39Kimi K2.7 CodeMoonshot60.762$1.9/M$8.1/M$0.082

40Apodex 1.1Apodex60.755$0.30/M$3.0/M$0.027

41MiMo V2.5 Pro+1 altXiaomi60.19$0.43/M$0.87/M$0.011

42DeepSeek-V4-Pro+2 altsDeepSeek59.363$0.43/M$0.87/M$0.011

43Nex-N2-ProNex AGI59.121$0.25/M$1.0/M$0.011

44Hy3-preview+1 altTencent58.803$0.14/M$0.56/M$0.006

45Agnes 2.5 Pro AlphaSapiens AI58.776———

46Muse SparkMeta58.616———

47MiniMax M3MiniMax58.569$0.28/M$1.1/M$0.012

48GPT-5.4 mini+2 altsOpenAI56.079$0.75/M$4.5/M$0.047

49GPT-5.4 nano+2 altsOpenAI56.074$0.20/M$1.3/M$0.013

50Qwen3.7 Plus PreviewAlibaba55.861$0.40/M$1.6/M$0.018

51GLM-5.1+1 altZ.ai55.782$1.4/M$4.4/M$0.052

52Qwen3.6 PlusAlibaba54.529$0.50/M$3.0/M$0.032

53Qwen3.6 27B+1 altAlibaba53.721$0.60/M$3.6/M$0.039

54GPT-5.3 CodexOpenAI53.1$1.8/M$14.0/M$0.148

55Inkling-SmallThinking Machines52.946$0.30/M$1.2/M$0.014

56Solar Pro4Upstage52.747$0.30/M$1.2/M$0.014

57MiniMax M2.7MiniMax52.617$0.21/M$0.84/M$0.010

58JT-4.1 Flash 236B A21BChina Mobile52.432———

59Claude Sonnet 4.5+1 altAnthropic52.096$3.0/M$15.0/M$0.173

60InklingThinking Machines52.059$0.95/M$4.0/M$0.048

61Ling-3.0-flashInclusionAI50.65$0.07/M$0.22/M$0.003

62MiMo V2 Flash+2 altsXiaomi49.841$0.10/M$0.30/M$0.004

63GPT-5.1+1 altOpenAI49.385$1.3/M$10.0/M$0.114

64Gemini 3.5 Flash LiteGoogle49.324$0.30/M$2.5/M$0.028

65Nemotron 3 Ultra 550B A55BNVIDIA49.265$0.60/M$2.5/M$0.031

66Muse GlimmerMeta49.002$0.33/M$1.4/M$0.017

67GPT-5.2+2 altsOpenAI48.674$1.8/M$14.0/M$0.162

68Qwen3.5 397B A17B+1 altAlibaba48.212$0.60/M$3.6/M$0.044

69Claude Opus 4.6+1 altAnthropic48.092$5.0/M$25.0/M$0.312

70Claude Opus 4.5+1 altAnthropic47.826$5.0/M$25.0/M$0.314

71Mistral Medium 3.5 128BMistral46.902$1.5/M$7.5/M$0.096

72Kimi K2.5+1 altMoonshot46.781$0.45/M$2.3/M$0.029

73Gemini 2.5 Pro+1 altGoogle46.729$1.3/M$10.0/M$0.120

74Gemini 3 Pro+1 altGoogle46.489$2.0/M$12.0/M$0.151

75GLM-4.6+1 altZ.ai45.767$0.57/M$2.2/M$0.030

76Qwen3.5 122B A10B+1 altAlibaba45.715$0.40/M$3.2/M$0.039

77LongCat-2.0Meituan45.264$0.30/M$1.2/M$0.017

78GLM-4.7+1 altZ.ai45.259$0.60/M$2.2/M$0.031

79Solar Open2 250BUpstage45.011———

80Qwen3.6 Max PreviewAlibaba44.918$1.3/M$7.8/M$0.101

81GLM-5+1 altZ.ai44.181$1.0/M$3.2/M$0.048

82DeepSeek-V3.2+1 altDeepSeek44.174$0.28/M$0.42/M$0.008

83Claude Haiku 4.5+1 altAnthropic43.892$1.0/M$5.0/M$0.068

84DeepSeek-V3.1-Terminus+1 altDeepSeek43.504$0.27/M$1.0/M$0.015

85Gemma 4 31B+1 altGoogle43.431$0.17/M$0.40/M$0.007

86GPT-5.2 CodexOpenAI42.957$1.8/M$14.0/M$0.183

87Gemini 3 Flash Preview+1 altGoogle42.617$0.50/M$3.0/M$0.041

88Grok 4.3+4 altsSpaceXAI42.246$1.3/M$2.5/M$0.044

89Grok 4.20SpaceXAI42.165$1.3/M$2.5/M$0.044

90Qwen3.6 35B A3B+1 altAlibaba41.884$0.38/M$2.3/M$0.031

91MiMo V2 ProXiaomi41.432———

92K-EXAONE 2.0LG AI40.624———

93Grok 4SpaceXAI40.492$3.0/M$15.0/M$0.222

94O1OpenAI39.719$15.0/M$60.0/M$0.944

95Step 3.7 FlashStepFun39.566$0.20/M$1.1/M$0.017

96GPT-5.5 Instant+1 altOpenAI39.425$5.0/M$30.0/M$0.444

97Gemma 4 26B A4B+1 altGoogle39.316$0.07/M$0.34/M$0.005

98GPT-5 CodexOpenAI38.871$1.3/M$10.0/M$0.145

99A.X-K2SK Telecom38.815———

100O3OpenAI38.405$2.0/M$8.0/M$0.130

101DeepSeek-V3.2-SpecialeDeepSeek37.893$0.29/M$0.43/M$0.009

102GPT-5+3 altsOpenAI37.784$1.3/M$10.0/M$0.149

103Nemotron 3 Super 120B A12BNVIDIA37.716$0.30/M$0.90/M$0.016

104Claude Sonnet 4+1 altAnthropic37.569$3.0/M$15.0/M$0.240

105MiniMax M2.5MiniMax37.43$0.27/M$1.1/M$0.018

106Qwen3.5 35B A3B+1 altAlibaba36.977$0.25/M$2.0/M$0.030

107GLM-5-TurboZ.ai36.767$1.2/M$4.0/M$0.071

108GPT-5.1 CodexOpenAI36.62$1.3/M$10.0/M$0.154

109Claude Opus 4.1Anthropic36.523$15.0/M$75.0/M$1.232

110North-Mini-Code-1.0Cohere36.452———

111GPT-5.1 Codex miniOpenAI36.42$0.25/M$2.0/M$0.031

112Claude 3.7 Sonnet+1 altAnthropic36.373$3.0/M$15.0/M$0.247

113Qwen3 Coder NextAlibaba36.232$0.30/M$1.5/M$0.025

114GLM 5V TurboZ.ai36.223$1.2/M$4.0/M$0.072

115MiMo V2 Omni+1 altXiaomi35.462$0.40/M$2.0/M$0.034

116Qwen3.5 27B+1 altAlibaba34.873$0.30/M$2.4/M$0.039

117Kimi K2 ThinkingMoonshot34.827$0.60/M$2.5/M$0.045

118Kimi K2 (Non-Reasoning)Moonshot34.827$0.57/M$2.3/M$0.041

119Gemini 3.1 Flash Lite PreviewGoogle34.69$0.25/M$1.5/M$0.025

120Claude Opus 4Anthropic33.979$15.0/M$75.0/M$1.324

121Nova 2.0 Pro Preview+2 altsAmazon33.962$1.3/M$10.0/M$0.166

122DeepSeek-V3.2-Exp+1 altDeepSeek33.284$0.28/M$0.42/M$0.011

123G9v3-39A5BAI9Stars33.065———

124Ling 2.6 1tInclusionAI33.053$0.30/M$2.5/M$0.042

125MiniMax M2.1MiniMax32.772$0.30/M$1.2/M$0.023

126K-EXAONE+1 altLG AI32.107———

127Step 3.5 Flash+1 altStepFun31.64$0.10/M$0.30/M$0.006

128Devstral 2Mistral31.259$0.40/M$2.0/M$0.038

129Doubao Seed CodeByteDance31.257———

130Mercury 2Inception31.113$0.25/M$0.75/M$0.016

131Gemma 4 12B+1 altGoogle30.959$0.10/M$0.30/M$0.006

132GPT Oss 120b+1 altOpenAI30.441$0.15/M$0.59/M$0.012

133Granite 4.2 30BIBM29.919$0.16/M$0.65/M$0.014

134DeepSeek-V3.1+1 altDeepSeek29.707$0.56/M$1.7/M$0.038

135Devstral Small 2Mistral29.332———

136MiniMax M2MiniMax29.209$0.30/M$1.2/M$0.026

137ERNIE 5.0 Thinking PreviewBaidu29.167$0.89/M$3.6/M$0.077

138JT-35B-FlashChina Mobile28.876———

139Qwen3.5 9B+1 altAlibaba28.658$0.14/M$0.20/M$0.006

140Command A+Cohere27.847$0.30/M$1.5/M$0.032

141Qwen3.5 Omni PlusAlibaba27.645$0.40/M$4.8/M$0.094

142Grok 4 Fast+1 altSpaceXAI27.364$0.20/M$0.50/M$0.013

143Nemotron 3.5 LightningNVIDIA26.762$0.06/M$0.20/M$0.005

144Mistral Small 4+1 altMistral26.637$0.15/M$0.60/M$0.014

145Ling 3.0 TinyInclusionAI26.54———

146Qwen3 Max (Non-Reasoning)Alibaba26.406$1.2/M$6.0/M$0.136

147Mistral Small 3.1Mistral26.313$0.11/M$0.17/M$0.005

148GLM-4.5Z.ai26.259$0.60/M$2.2/M$0.053

149Claude 3.5 Sonnet+1 altAnthropic26.043$3.0/M$15.0/M$0.346

150Kimi K2 InstructMoonshot25.88$0.57/M$2.3/M$0.055

151GLM-4.7-Flash+1 altZ.ai25.873$0.06/M$0.40/M$0.009

152Trinity Large ThinkingArcee AI25.77$0.25/M$0.80/M$0.020

153O4 MiniOpenAI25.61$1.1/M$4.4/M$0.107

154Gemini 2.0 Pro Exp 02.05Google25.548———

155Nemotron Cascade 2 30B A3BNVIDIA25.346———

156Ling 2.6 FlashInclusionAI25.258$0.01/M$0.03/M$0.001

157Grok 3 Mini ReasoningSpaceXAI25.158$0.30/M$0.50/M$0.016

158DeepSeek-R1DeepSeek24.639$2.0/M$4.0/M$0.122

159Gemini 2.5 Flash (Sep) (Non-Reasoning)+1 altGoogle24.614———

160Qwen3 Coder 480B A35B InstructAlibaba24.586$1.5/M$7.5/M$0.183

161GPT-4o+2 altsOpenAI24.244$5.0/M$15.0/M$0.412

162Gemini 2.0 Flash Thinking Experimental (Dec '24)Google24.109———

163GLM-4.5-AirZ.ai23.822$0.17/M$0.98/M$0.024

164Grok Code Fast 1SpaceXAI23.692$0.20/M$1.5/M$0.036

165Gemini 1.5 Pro+1 altGoogle23.628———

166EXAONE 4.5 33BLG AI23.569———

167Nova 2.0 Lite+3 altsAmazon23.044$0.30/M$2.5/M$0.061

168DeepSeek-V3+1 altDeepSeek23.042$0.24/M$0.90/M$0.025

169Qwen3.5 4B+1 altAlibaba22.596$0.03/M$0.15/M$0.004

170Granite 4.2 8BIBM22.381$0.06/M$0.25/M$0.007

171Gemini 2.5 Flash+1 altGoogle22.208$0.30/M$2.5/M$0.063

172Qwen3 235B A22B Instruct 2507Alibaba22.1$0.23/M$0.92/M$0.026

173Gemini 2.5 Flash Lite Preview 09-2025Google22.096$0.10/M$0.40/M$0.011

174GPT-4.1OpenAI21.784$2.0/M$8.0/M$0.230

175GPT-4 TurboOpenAI21.487$10.0/M$30.0/M$0.931

176Magistral Medium 1.2Mistral21.318———

177GPT-5 (ChatGPT)OpenAI21.202$1.3/M$10.0/M$0.265

178JT-MINIChina Mobile21.188———

179K2 Think V2MBZUAI20.983———

180GPT Oss 20b+1 altOpenAI20.697$0.07/M$0.18/M$0.006

181Mistral Medium 3.1 (Non-Reasoning)Mistral20.504$0.40/M$2.0/M$0.059

182GPT-5 nano+2 altsOpenAI20.272$0.05/M$0.40/M$0.011

183GPT-4.1 miniOpenAI20.206$0.40/M$1.6/M$0.049

184Mistral Large 3Mistral20.066$0.50/M$1.5/M$0.050

185Grok 3SpaceXAI19.844$4.0/M$20.0/M$0.605

186GLM-4.6V+1 altZ.ai19.743$0.30/M$0.90/M$0.030

187Claude 3 OpusAnthropic19.527$15.0/M$75.0/M$2.305

188Grok 4.1 FastSpaceXAI19.473$0.20/M$0.50/M$0.018

189Qwen3 Coder 30B A3B InstructAlibaba19.36$0.45/M$2.3/M$0.070

190INTELLECT-3Prime Intellect19.101$0.20/M$1.1/M$0.034

191Ling-1TInclusionAI18.799———

192Granite 4.2 3BIBM17.533$0.03/M$0.12/M$0.004

193Qwen3 Next 80B A3BAlibaba17.419$0.15/M$1.2/M$0.039

194Qwen3 235B A22B+1 altAlibaba17.351$0.70/M$2.8/M$0.101

195Ring-1TInclusionAI16.775———

196Ling-flash-2.0InclusionAI16.716$0.14/M$0.57/M$0.021

197Seed Oss 36B InstructByteDance16.698$0.21/M$0.57/M$0.023

198LongCat Flash LiteMeituan16.523———

199Qwen3 VL 235B A22B InstructAlibaba16.505$0.40/M$1.6/M$0.061

200Llama 4 MaverickMeta16.277$0.25/M$0.87/M$0.034

◆ solid = independently verified · aggregator attested · vendor attributed — outlined = cross-reference · source-attributed. Dimmed ◆ = confidence inferred. “+N alts” = alternate disclosures in the drawer with why-demoted. Prices per million tokens; $/point = input price ÷ score. Every row opens its model dossier.

Verification: 200 models scored · 0 independently verified · 200 aggregator-attributed · 0 with source disagreement. How these tiers are assigned