Reasoning models
266 in the catalogue today. Every one with what it costs, who sells it and where it stands. 266 in all, a hundred to a page; this is page 2 of 3.
Models that plan before they answer, spending extra tokens on working the problem through. They win on mathematics, hard code and anything with several steps, and they are measured on boards like GPQA, AIME and ARC-AGI. The catch is what the thinking costs: reasoning is billed as output tokens, so the same model can cost several times more per answer at a high effort than a low one, and for a question that needed one turn you have paid for a monologue.
- Gemini 3.1 Flash-LiteGoogle98th of 402· 31 boards$0.25→$1.5per Mtok in / out9 selling
- Gemini 3.1 Pro PreviewGoogle1st of 262· 84 boards$2→$12per Mtok in / out11 selling
- Gemini 3.5 FlashGoogle2nd of 46· 66 boards$1→$6per Mtok in / out12 selling
- Gemini 3.5 Flash-LiteGoogle59th of 402· 28 boards$0.3→$2.5per Mtok in / out10 selling
- Gemini 3.6 FlashGoogle6th of 313· 49 boards$0.5→$3per Mtok in / out11 selling
- Gemini 3.7 FlashGoogle3rd of 313· 45 boards$0.75→$3.75per Mtok in / out11 selling
- Gemini 3.8 FlashGoogle2nd of 313· 29 boards$0.75→$3.75per Mtok in / out9 selling
- Gemma 2 27BGoogle50th of 217· 8 boards$0.27→$0.27per Mtok in / out4 selling
- Gemma 3 12BGoogle7th of 105· 12 boards$0.05→$0.15per Mtok in / out9 selling
- Gemma 3 27BGoogle34th of 105· 19 boards$0.08→$0.16per Mtok in / out11 selling
- Gemma 3 4BGoogle28th of 105· 9 boards$0.04→$0.08per Mtok in / out6 selling
- Gemma 4 31BGoogle37th of 123· 17 boards$0.09→$0.34per Mtok in / out15 selling
- Gemma 4 31B Claude 4.6 Opus Reasoning DistilledGoogle$0.6→$1.2per Mtok in / out1 selling
- Granite 4.0 MicroIBM watsonx.ai195th of 222· 4 boards$0.017→$0.11per Mtok in / out2 selling
- Grok 3xAI23rd of 105· 21 boards$3→$15per Mtok in / out3 selling
- Grok 3 MinixAI21st of 108· 17 boards$0.25→$1.27per Mtok in / out3 selling
- Grok 4xAI19th of 262· 6 boards$3→$15per Mtok in / out3 selling
- Grok 4.1 Fast Non-ReasoningxAI12th of 109· 3 boards$0.2→$0.5per Mtok in / out3 selling
- Grok 4.1 Fast ReasoningxAI5th of 109· 14 boards$0.2→$0.5per Mtok in / out3 selling
- Grok 4.20xAI30th of 402· 41 boards$1.25→$2.5per Mtok in / out8 selling
- Grok 4.20 Beta Non-ReasoningSpaceXAI$1.25→$2.5per Mtok in / out1 selling
- Grok 4.20 Beta ReasoningSpaceXAI$1.25→$2.5per Mtok in / out1 selling
- Grok 4.20 Non-ReasoningxAI$1.25→$2.5per Mtok in / out4 selling
- Grok 4.3xAI49th of 313· 47 boards$1.25→$2.5per Mtok in / out9 selling
- Grok 4.5xAI5th of 161· 58 boards$2→$6per Mtok in / out9 selling
- Grok 4.6xAI3rd of 161· 56 boards$2→$6per Mtok in / out13 selling
- InklingThinking Machines Lab55th of 313· 36 boards$1→$4.05per Mtok in / out12 selling
- Inkling SmallThinking Machines Lab51st of 313· 21 boards$0.3→$1.2per Mtok in / out8 selling
- Kimi K2 ThinkingMoonshot AI13th of 61· 13 boards$0.47→$2per Mtok in / out15 selling
- Kimi K2.5Moonshot AI17th of 262· 50 boards$0.6→$3per Mtok in / out21 selling
- Kimi K2.5 ThinkingMoonshot AI$0.6→$3per Mtok in / out1 selling
- Kimi K2.6Moonshot AI27th of 290· 55 boards$0.95→$4per Mtok in / out25 selling
- Kimi K2.6 ThinkingMoonshot AI$0.95→$4per Mtok in / out1 selling
- Kimi K2.7 CodeMoonshot AI33rd of 290· 40 boards$0.95→$4per Mtok in / out19 selling
- Kimi K3Moonshot AI1st of 156· 55 boards$3→$15per Mtok in / out19 selling
- Kimi-VL-A3B-ThinkingMoonshot AI
- Kimi-VL-A3B-Thinking-2506Moonshot AI
- LFM2.5-1.2B-ThinkingLiquid AI284th of 302
- Llama 3 8B InstructMeta9th of 70· 13 boards$0.2→$0.2per Mtok in / out5 selling
- Llama 3.1 8B InstructMeta18th of 170· 16 boards$0.05→$0.08per Mtok in / out20 selling
- Llama 3.2 1B InstructMeta203rd of 222· 5 boards$0.01→$0.02per Mtok in / out11 selling
- Llama 3.3 70B InstructMeta8th of 217· 17 boards$0.2→$0.2per Mtok in / out29 selling
- Llama 4 Maverick 17BMeta39th of 105· 19 boards$0.19→$0.65per Mtok in / out16 selling
- Llama-2-70b-chat-hfMeta604th of 656· 5 boards$0.64→$0.8per Mtok in / out1 selling
- Llama-3.2-90B-Vision-Instruct26th of 217· 7 boards$2→$2per Mtok in / out7 selling
- Llama-4-Maverick-17B-128E-InstructMeta Llama109th of 161· 14 boards$0.15→$0.6per Mtok in / out5 selling
- LongCat-Flash-ThinkingMeituan LongCat
- MAI-Thinking-1Microsoft$2→$8per Mtok in / out1 selling
- Magistral Small 2506Mistral AI213th of 313· 9 boards$0.5→$1.5per Mtok in / out1 selling
- Mellum2-12B-A2.5B-ThinkingJetBrains
- Meta-Llama-3-70B-InstructMeta32nd of 217· 7 boards$0.51→$0.74per Mtok in / out6 selling
- Meta-Llama-3.1-405B-InstructMeta14th of 217· 12 boards$3.5→$3.5per Mtok in / out9 selling
- Meta-Llama-3.1-70B-InstructMeta27th of 217· 10 boards$0.4→$0.4per Mtok in / out7 selling
- MiniCPM5-1B-Claude-Opus-Fable5-ThinkingGnLOLot
- MiniMax M2.1MiniMax6th of 262· 15 boards$0.3→$1.2per Mtok in / out11 selling
- MiniMax M2.5MiniMax3rd of 47· 25 boards$0.3→$1.2per Mtok in / out19 selling
- MiniMax M3MiniMax11th of 110· 39 boards$0.3→$1.2per Mtok in / out14 selling
- Ministral 3 14B Reasoning 2512Mistral AI$2.5→$1.7per Mtok in / out1 selling
- Ministral 3 3B Reasoning 2512Mistral AI$1.04→$0.55per Mtok in / out1 selling
- Mistral Large (24.02)Mistral AI81st of 217· 7 boards$3→$10per Mtok in / out3 selling
- Mistral Large 2407Mistral AI28th of 217· 9 boards$2→$6per Mtok in / out4 selling
- Mistral Medium 2505Mistral AI38th of 108· 10 boards$3→$10per Mtok in / out4 selling
- Mistral Small 3.1 (25.03)Mistral AI541st of 656· 4 boards
- Mistral-7B-Instruct-v0.3Mistral AI119th of 217· 6 boards$0.2→$0.2per Mtok in / out2 selling
- Mixtral-8x7B-Instruct-v0.1Mistral AI71st of 81· 4 boards$0.54→$0.54per Mtok in / out2 selling
- Muse Spark 1.2Meta2nd of 152· 41 boards$1.25→$4.25per Mtok in / out4 selling
- Nanbeige4-3B-Thinking-2511Nanbeige LLM Lab25th of 109
- Nemotron 3 SuperNVIDIA155th of 302· 8 boards$0.08→$0.45per Mtok in / out7 selling
- Nemotron 3 UltraNVIDIA33rd of 161· 24 boards$0.5→$2.2per Mtok in / out13 selling
- Nemotron-3-Nano-Omni-30B-A3B-ReasoningNVIDIA$0.2→$0.8per Mtok in / out3 selling
- Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16NVIDIA
- Nemotron-Research-Reasoning-Qwen-1.5BNVIDIA
- Nova LiteNova44th of 217· 7 boards$0.06→$0.24per Mtok in / out2 selling
- Nova ProNova10th of 105· 9 boards$0.8→$3.2per Mtok in / out2 selling
- NuMarkdown-8B-ThinkingNuMind
- OpenCodeReasoning-Nemotron-1.1-32BNVIDIA10th of 28$2.72→$4.8per Mtok in / out1 selling
- OpenReasoning-Nemotron-32BNVIDIA8th of 28$2.72→$4.8per Mtok in / out1 selling
- Ouro-2.6B-ThinkingByteDance
- Phi-3-medium-128k-instructMicrosoft3rd of 70· 10 boards$0.17→$0.68per Mtok in / out1 selling
- Phi-4Microsoft4th of 105· 12 boards$0.07→$0.14per Mtok in / out6 selling
- Phi-4-mini-flash-reasoningMicrosoft
- Phi-4-mini-reasoningMicrosoft$0.075→$0.3per Mtok in / out1 selling
- Phi-4-reasoningMicrosoft$0.12→$0.5per Mtok in / out1 selling
- Phi-4-reasoning-vision-15BMicrosoft
- QwQ-32BAlibaba6th of 54· 8 boards$0.18→$0.2per Mtok in / out7 selling
- QwQ-PlusAlibaba193rd of 313$0.8→$2.4per Mtok in / out1 selling
- Qwen 3.5 PlusAlibaba76th of 290· 16 boards$0.4→$2.5per Mtok in / out3 selling
- Qwen 3.7 PlusAlibaba13th of 110· 26 boards$0.4→$1.6per Mtok in / out, in<=256k lane10 selling
- Qwen 3.8 MaxAlibaba1st of 28· 24 boards$1.65→$4.95per Mtok in / out9 selling
- Qwen-PlusAlibaba62nd of 161· 6 boards$1.2→$3.6per Mtok in / out, in-256k-1m lane5 selling
- Qwen1.5-72B-ChatAlibaba293rd of 313$0.9→$0.9per Mtok in / out1 selling
- Qwen2-72B-InstructAlibaba21st of 217· 7 boards$0.35→$0.4per Mtok in / out3 selling
- Qwen2.5 72B InstructAlibaba10th of 217· 14 boards$0.36→$0.4per Mtok in / out12 selling
- Qwen2.5 7B InstructAlibaba62nd of 217· 8 boards$0.04→$0.1per Mtok in / out8 selling
- Qwen3 14BAlibaba17th of 105· 11 boards$0.07→$0.28per Mtok in / out8 selling
- Qwen3 235B A22BAlibaba11th of 49· 20 boards$0.18→$0.54per Mtok in / out10 selling
- Qwen3 235B A22B ThinkingAlibaba$0.4→$4per Mtok in / out1 selling
- Qwen3 235B A22B Thinking 2507Alibaba11th of 42· 24 boards$0.13→$0.6per Mtok in / out12 selling
- Qwen3 30B A3BAlibaba153rd of 290· 13 boards$0.051→$0.34per Mtok in / out11 selling
- Qwen3 30B A3B Instruct 2507Alibaba154th of 290· 6 boards$0.048→$0.19per Mtok in / out8 selling