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Leaderboard

Reasoning leaderboard

Multi-step logical and analytical problem-solving: the kind of task where the path to the answer matters as much as the answer itself. A value the source did not publish stays unavailable rather than becoming a zero.

Reasoning leaderboard

229 source-backed models, ranked by reasoning score. Blended cost is the 75% input / 25% output mix used everywhere else on the site.

Models ranked by Reasoning capability score
RankModelReasoningOverallBlended $/1M
1GPT-6 AstraOpenAI · Proprietary89.582.81$20.00
2Qwen3.8 MaxAlibaba · Open Weight86.673.17Unavailable
3Claude Fable 5.1Anthropic · Proprietary79.484.74$20.00
4Kimi K3Moonshot AI · Pending78.574.43$6.00
5GPT-5.3 CodexOpenAI · Proprietary78.364.03$4.81
6Muse Glimmer 30BMeta · Open WeightSelf-hosted78.345.08$0.64
7MiniMax M3MiniMax · Open Weight7861.25$0.52
8Claude Fable 5Anthropic · Proprietary77.681.41$20.00
9GPT-5.2-CodexOpenAI · Proprietary77.653.95$4.81
10Claude Sonnet 5Anthropic · Proprietary77.469.68$4.00
11Qwen3.8-27BAlibaba · Open WeightSelf-hosted77.464.29Unavailable
12Gemini 3.7 FlashGoogle · Proprietary77.268.52$1.50
13Gemini 3.8 FlashGoogle · Proprietary76.975.89$1.50
14Grok 4.6xAI · Proprietary76.269.74$3.00
15Gemini 3.6 FlashGoogle · Proprietary7668.42$3.00
16GPT-5.1OpenAI · Proprietary7663.18$3.44
17GLM-5.3Z.AI · Open WeightSelf-hosted75.866.93Unavailable
18MiMo-V2.5-ProXiaomi · Proprietary75.862.61Unavailable
19Qwen3.8-Flash-NextAlibaba · Open WeightSelf-hosted75.856.98Unavailable
20Claude Opus 5Anthropic · Proprietary75.781.87$10.00
21Kimi K2.7 CodeMoonshot AI · Open Weight75.565.6$1.71
22APApodex 1.1Apodex · Proprietary75.551.74Unavailable
23Muse Spark 1.2Meta · Proprietary75.370.28$2.00
24Hy3Tencent · Open WeightSelf-hosted75.360.79$0.14
25Qwen3.7 MaxAlibaba · Proprietary75.166.87Unavailable
26GLM-5.2Z.AI · Open Weight74.866.68$2.15
27MiniMax M2.7MiniMax · Open Weight74.855.01$0.52
28Muse Spark 1.1Meta · Proprietary74.470.18Unavailable
29TMInklingThinking Machines Lab · Open Weight74.160.38$2.57
30Claude Opus 4.5 ThinkingAnthropic · Proprietary74.153.05Unavailable
31Qwen3.6-27BAlibaba · Open WeightSelf-hosted74.147.73Unavailable
32Qwen3.7 PlusAlibaba · Proprietary7461.6Unavailable
33GPT-5.4 miniOpenAI · Proprietary73.961.05$1.69
34PMTernary Bonsai 2 27BPrism ML · Open WeightSelf-hosted73.950.78$0.18
35GPT-5.4 nanoOpenAI · Proprietary73.759.42$0.46
36GPT-5 (medium)OpenAI · Proprietary73.249.62Unavailable
37Claude 4.1 Opus ThinkingAnthropic · Proprietary73.231.4Unavailable
38MiMo-V2-OmniXiaomi · Proprietary72.657.53Unavailable
39o3OpenAI · Proprietary72.347.58$3.50
40Claude Opus 4.5Anthropic · Proprietary72.158.42$10.00
41Grok 4.1 Fast (Reasoning)xAI · Proprietary71.954.82Unavailable
42GLM-5.1Z.AI · Open Weight71.763.26$2.15
43Grok 4 Fast (Reasoning)xAI · Proprietary71.751.16Unavailable
44Step 3.7 FlashStepFun · Open Weight71.749.78$0.44
45Ling 3.0 FlashInclusionAI · Open Weight71.246.83Unavailable
46GPT-5.6 SolOpenAI · Proprietary70.480.46$8.00
47GLM-5-TurboZ.AI · Proprietary70.361.42$1.90
48Qwen3.6-35B-A3BAlibaba · Open Weight70.343.85Unavailable
49GPT-5.4 ProOpenAI · Proprietary70.260.49$67.50
50GLM-4.7Z.AI · Open WeightSelf-hosted69.857.76Unavailable
51GLM-5V-TurboZ.AI · Proprietary69.357.41$1.90
52Gemma 4 31BGoogle · Open WeightSelf-hosted68.952.4Unavailable
53GPT-5.1-CodexOpenAI · Proprietary68.648.16$3.44
54Mistral Medium 3.5 128BMistral · Open Weight68.642.56$3.00
55Gemini 2.5 ProGoogle · Proprietary68.457.31$3.44
56DSdots3-note PreviewDots Studio · Open WeightSelf-hosted68.364.14Unavailable
57Claude Sonnet 4.6Anthropic · Proprietary67.962.86$6.00
58MiMo-V2-ProXiaomi · Proprietary67.962.51Unavailable
59GPT-4.1OpenAI · Proprietary67.941.29$3.50
60Grok 4xAI · Proprietary67.753.4Unavailable
61Claude Opus 4.6Anthropic · Proprietary67.169.21$10.00
62Gemma 4 26B A4BGoogle · Open WeightSelf-hosted66.255Unavailable
63o1OpenAI · Proprietary65.746.19$26.25
64Grok 4.3xAI · Proprietary65.259.73$1.56
65GPT-5.5OpenAI · Proprietary6471.86$11.25
66GPT-5.6 TerraOpenAI · Proprietary63.771.13$4.50
67DeepSeek V4 Pro 0813DeepSeek · Proprietary60.363.69$0.54
68Qwen3.6 PlusAlibaba · Proprietary60.160.36Unavailable
69Gemini 3.5 Flash-LiteGoogle · Proprietary60.158.78$0.85
70DeepSeek V3.1 (Reasoning)DeepSeek · Open WeightSelf-hosted6048.67Unavailable
71Qwen3.5 397BAlibaba · Open Weight59.855.09$1.35
72Gemini 3.5 FlashGoogle · Proprietary59.468.02$3.38
73DeepSeek-R1DeepSeek · Open Weight59.350.55$0.96
74Gemini 3 FlashGoogle · Proprietary5961.94$1.13
75Grok Code Fast 1xAI · Proprietary57.434.02$0.53
76Kimi K2Moonshot AI · Proprietary57.423.12$1.08
77GPT-5.4OpenAI · Proprietary57.270.88$5.63
78Command A+Cohere · Open Weight57.242.85$4.38
79GPT-OSS 120BOpenAI · Open WeightSelf-hosted56.845.82$0.26
80Claude Opus 4.8Anthropic · Proprietary55.572.17$10.00
81Qwen3 MaxAlibaba · Proprietary55.440.75$1.56
82Llama 4 MaverickMeta · Open WeightSelf-hosted55.422.73$0.30
83Gemini 2.5 FlashGoogle · Proprietary55.351.24$0.85
84Mistral Small 4Mistral · Open Weight55.242.85$0.26
85GPT-4oOpenAI · Proprietary54.938.81$4.38
86Nemotron 3.5 Lightning 30B A3B NVFP4NVIDIA · Open WeightSelf-hosted54.820.46Unavailable
87Kimi K2.5Moonshot AI · Open Weight54.154.02$1.20
88GPT-5.2OpenAI · Proprietary53.764.86$4.81
89DeepSeek V3.1DeepSeek · Open WeightSelf-hosted53.350.72Unavailable
90GLM-4.5-AirZ.AI · Proprietary53.143.73$0.43
91DeepSeek V3.2DeepSeek · Open Weight52.456.81$0.32
92GLM-5Z.AI · Open Weight52.161.47$1.55
93Granite 4.2 8BIBM · Open WeightSelf-hosted51.938.27Unavailable
94Qwen3.5-27BAlibaba · Open WeightSelf-hosted51.655.14Unavailable
95Claude 4 SonnetAnthropic · Proprietary51.339.26$6.00
96GPT-4.1 miniOpenAI · Proprietary51.333.36$0.70
97GPT-5.6 LunaOpenAI · Proprietary51.264.77$0.45
98Gemini 3.1 ProGoogle · Proprietary50.770.14$4.50
99Claude Opus 4.7 (Adaptive)Anthropic · Proprietary49.769.31$10.00
100Qwen3.5-122B-A10BAlibaba · Open WeightSelf-hosted48.750.67Unavailable
101Nemotron 3 UltraNVIDIA · Open WeightSelf-hosted48.740.5Unavailable
102Nemotron 3 Nano Omni 30B A3BNVIDIA · Open WeightSelf-hosted48.340.89Unavailable
103Trinity-Large-ThinkingArcee AI · Open Weight47.143.27$0.41
104MiMo-V2-FlashXiaomi · Open WeightSelf-hosted4648.83Unavailable
105Mistral Large 3Mistral · Proprietary45.845.45$0.75
106Muse SparkMeta · Proprietary45.167.51Unavailable
107GPT-OSS 20BOpenAI · Open WeightSelf-hosted44.941.08$0.055
108Grok 4.5xAI · Proprietary44.867.99$3.00
109Gemma 4 E4BGoogle · Open WeightSelf-hosted4340.18Unavailable
110TMInkling-SmallThinking Machines Lab · Open Weight42.758.78$0.79
111Grok 4.1 FastxAI · Proprietary42.547.14$0.28
112Ling 2.6 FlashInclusionAI · Open Weight42.540.59Unavailable
113Mistral Medium 3Mistral · Proprietary42.530.64$0.80
114DeepSeek V3DeepSeek · Open Weight41.241.64$0.48
115Qwen3.5-35B-A3BAlibaba · Open WeightSelf-hosted40.253.47Unavailable
116Llama 4 ScoutMeta · Open WeightSelf-hosted40.133.32$0.15
117Claude 3 HaikuAnthropic · Proprietary40.117.96$0.50
118GLM-4.6Z.AI · Open Weight39.151.73Unavailable
119Gemini 3 ProGoogle · Proprietary36.766.36$4.50
120Nova ProAmazon · Proprietary35.519.04Unavailable
121GPT-4.1 nanoOpenAI · Proprietary3527.21$0.18
122Grok 4.20xAI · Proprietary34.367.27$3.00
123Gemma 4 12BGoogle · Open Weight33.742.99Unavailable
124Gemini 3 Pro Deep ThinkGoogle · Proprietary32.859.32Unavailable
125Gemma 4 E2BGoogle · Open WeightSelf-hosted32.239.58Unavailable
126DeepSeek R1 Distill Qwen 32BDeepSeek · Open WeightSelf-hosted2732.54Unavailable
127Gemma 3 27BGoogle · Open WeightSelf-hosted2635.73Unavailable
128Granite-4.0-H-1BIBM · Open WeightSelf-hosted25.838.21Unavailable
129Granite-4.0-1BIBM · Open WeightSelf-hosted25.238.06Unavailable
130LFM2.5-2.6BLiquidAI · Open WeightSelf-hosted24.939.9Unavailable
131SASarvam 105BSarvam · Open WeightSelf-hosted2140.12Unavailable
132LFM2.5-8B-A1BLiquidAI · Open WeightSelf-hosted2139.28Unavailable
133SASarvam 30BSarvam · Open WeightSelf-hosted2138.93Unavailable
134Qwen3-Omni-30B-A3B-InstructAlibaba · Open Weight2138.64Unavailable
135Granite-4.0-350MIBM · Open WeightSelf-hosted2138.02Unavailable
136Granite-4.0-H-350MIBM · Open WeightSelf-hosted2138.02Unavailable
137Phi-4Microsoft · Open WeightSelf-hosted2133.09$0.0875
138Claude Sonnet 4.5Anthropic · Proprietary19.154.01$6.00
139Claude Opus 4.7Anthropic · ProprietaryUnavailable70.6$10.00
140GPT-5.2 ProOpenAI · ProprietaryUnavailable68.99$57.75
141GLM-5.3-FlashZ.AI · Open WeightSelf-hostedUnavailable66.06Unavailable
142Kimi K2.6Moonshot AI · Open WeightUnavailable65.5$1.71
143OAOrnith-1.5-397BOrnith AI · Open WeightSelf-hostedUnavailable65.32Unavailable
144Qwen 3.6 Max (preview)Alibaba · ProprietaryUnavailable63.94Unavailable
145Claude Opus 4.6 (Adaptive)Anthropic · ProprietaryUnavailable62.23Unavailable
146GPT-5.5 ProOpenAI · ProprietaryUnavailable61.9$67.50
147Hy4 previewTencent · Open WeightSelf-hostedUnavailable60.89$1.25
148Grok 4.1xAI · ProprietaryUnavailable57.99Unavailable
149GLM-5 (Reasoning)Z.AI · Open WeightUnavailable57.81$1.55
150MiMo-V2.5Xiaomi · ProprietaryUnavailable57.78Unavailable
151Qwen3.5 397B (Reasoning)Alibaba · Open WeightUnavailable57.54$1.35
152Kimi K2.5 (Reasoning)Moonshot AI · ProprietaryUnavailable57.39$1.20
153GPT-5.2 InstantOpenAI · ProprietaryUnavailable57.05$2.63
154GPT-5.3 InstantOpenAI · ProprietaryUnavailable56.95$4.81
155GPT-5 (high)OpenAI · ProprietaryUnavailable56.7$3.44
156Gemini 3.1 Flash-LiteGoogle · ProprietaryUnavailable56.32$0.56
157DeepSeek V3.2 (Thinking)DeepSeek · Open WeightUnavailable56.19$0.96
158Qwen3.5 FlashAlibaba · ProprietaryUnavailable56.19$0.18
159Qwen3 235B 2507 (Reasoning)Alibaba · Open WeightSelf-hostedUnavailable56.08Unavailable
160Hy3 PreviewTencent · Open WeightSelf-hostedUnavailable55.71$0.29
161GLM-4.5Z.AI · ProprietaryUnavailable55.64$1.00
162GPT-5.3-Codex-SparkOpenAI · ProprietaryUnavailable54.99Unavailable
163MiniMax M2.5MiniMax · ProprietaryUnavailable54.76$0.52
164Qwen3 235B 2507Alibaba · Open WeightSelf-hostedUnavailable54.11Unavailable
165Trinity-Large-PreviewArcee AI · Open WeightUnavailable54.04$0.44
166Claude Haiku 4.5Anthropic · ProprietaryUnavailable52.89$2.00
167DeepSeek LLM 2.0DeepSeek · Open WeightSelf-hostedUnavailable52.65Unavailable
168GPT-5.1-Codex-MaxOpenAI · ProprietaryUnavailable52.6$3.44
169Grok 3 [Beta]xAI · ProprietaryUnavailable51.85Unavailable
170Nemotron 3 Nano 30BNVIDIA · Open WeightSelf-hostedUnavailable51.09Unavailable
171MAI-Thinking-1Microsoft · ProprietaryUnavailable50.84Unavailable
172Qwen3.5 PlusAlibaba · ProprietaryUnavailable50.33$0.90
173Step 3.5 FlashStepFun · Open WeightUnavailable49.68$0.15
174Qwen3.7 FlashAlibaba · ProprietaryUnavailable49.46$0.055
175Nemotron 3 Super 120B A12BNVIDIA · Open WeightSelf-hostedUnavailable49.15$0.17
176DeepSeek Coder 2.0DeepSeek · Open WeightUnavailable48.48Unavailable
177Seed 1.6ByteDance · ProprietaryUnavailable48.43Unavailable
178Nemotron 3 Super 100BNVIDIA · Open WeightSelf-hostedUnavailable48.28Unavailable
179o4-mini (high)OpenAI · ProprietaryUnavailable48.2$1.93
180DeepSeekMath V2DeepSeek · Open WeightSelf-hostedUnavailable48.09Unavailable
181Qwen2.5-1MAlibaba · Open WeightSelf-hostedUnavailable48.09Unavailable
182Seed-2.0-LiteByteDance · ProprietaryUnavailable48.04Unavailable
183o3-proOpenAI · ProprietaryUnavailable47.84$35.00
184Ministral 3 14B (Reasoning)Mistral · Open WeightUnavailable47.56$0.20
185Grok 3 MinixAI · ProprietaryUnavailable46.98$0.35
186ALAion-2.0Aion Labs · ProprietaryUnavailable46.89$1.00
187o3-miniOpenAI · ProprietaryUnavailable46.72$1.93
188GLM-4.7-FlashZ.AI · Open WeightSelf-hostedUnavailable46.13Unavailable
189o1-previewOpenAI · ProprietaryUnavailable46.09$26.25
190GPT-5 miniOpenAI · ProprietaryUnavailable45$0.69
191Z-1Z · ProprietaryUnavailable43.43Unavailable
192Seed 1.6 FlashByteDance · ProprietaryUnavailable43.39Unavailable
193Mistral 8x7BMistral · Open WeightSelf-hostedUnavailable43.29Unavailable
194Moonshot v1Moonshot AI · ProprietaryUnavailable43.1Unavailable
195Seed-2.0-MiniByteDance · ProprietaryUnavailable42.91Unavailable
196Nemotron Ultra 253BNVIDIA · Open WeightSelf-hostedUnavailable42.72Unavailable
197Mercury 2Inception · ProprietaryUnavailable42.17$0.38
198o1-proOpenAI · ProprietaryUnavailable42.05$262.50
199Claude 4.1 OpusAnthropic · ProprietaryUnavailable41.87$30.00
200Ministral 3 8B (Reasoning)Mistral · Open WeightUnavailable38.79$0.15
201Qwen2.5-VL-32BAlibaba · Open WeightSelf-hostedUnavailable38.27Unavailable
202Llama 4 BehemothMeta · Open WeightSelf-hostedUnavailable38.22Unavailable
203Ministral 3 3B (Reasoning)Mistral · Open WeightUnavailable37.94$0.10
204Mistral 8x7B v0.2Mistral · Open WeightSelf-hostedUnavailable37.56Unavailable
205Qwen2.5-72BAlibaba · Open WeightSelf-hostedUnavailable37.52Unavailable
206GPT-5 nanoOpenAI · ProprietaryUnavailable36.91$0.14
207OAOrnith-1.5-35B-A3BOrnith AI · Open WeightSelf-hostedUnavailable36.86Unavailable
208Llama 3.1 405BMeta · Open WeightSelf-hostedUnavailable36.7Unavailable
209Mistral Large 2Mistral · ProprietaryUnavailable36.33Unavailable
210Claude 3 OpusAnthropic · ProprietaryUnavailable34.4$30.00
211Gemini 1.5 ProGoogle · ProprietaryUnavailable33.46$2.19
212Qwen2.5 Coder 32B InstructAlibaba · Open WeightSelf-hostedUnavailable33.3Unavailable
213GPT-4o miniOpenAI · ProprietaryUnavailable33.26$0.26
214Claude 3.5 SonnetAnthropic · ProprietaryUnavailable32.09$6.00
215Llama 3 70BMeta · Open WeightSelf-hostedUnavailable30.73Unavailable
216Ministral 3 14BMistral · Open WeightUnavailable30.19$0.20
217Mixtral 8x22B Instruct v0.1Mistral · Open WeightSelf-hostedUnavailable26.85Unavailable
218GPT-4 TurboOpenAI · ProprietaryUnavailable24.4$15.00
219MiniMax M1 80kMiniMax · ProprietaryUnavailable21.38Unavailable
220LFM2-24B-A2BLiquidAI · ProprietarySelf-hostedUnavailable18.48Unavailable
221Ministral 3 8BMistral · Open WeightUnavailable17.78$0.15
222LFM2.5-1.2B-ThinkingLiquidAI · ProprietarySelf-hostedUnavailable16.65Unavailable
223Gemini 1.0 ProGoogle · ProprietaryUnavailable16.32Unavailable
224LFM2.5-1.2B-InstructLiquidAI · ProprietarySelf-hostedUnavailable15.97Unavailable
225Ministral 3 3BMistral · Open WeightUnavailable15.96$0.10
226Nemotron-4 15BNVIDIA · Open WeightSelf-hostedUnavailable15.9Unavailable
227Mistral 7B v0.3Mistral · Open WeightSelf-hostedUnavailable8.66Unavailable
228Laguna M.1Poolside · ProprietaryUnavailable3.81Unavailable
229Laguna XS.2Poolside · Open WeightSelf-hostedUnavailable1.47Unavailable

Evidence key: ObservedLast goodUnavailable

68 of these rows are marked self-hosted by the source: open-weight models with no first-party hosted token rate. 11 of them show a hosted rate matched from another provider; the rest report an unavailable price rather than zero.