Reasoning models
282 in the catalogue today. Every one with what it costs, who sells it and where it stands. 282 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 2.5 Pro Preview 06-05Google4th of 72· 16 boards$1.25→$10per Mtok in / out2 selling
- Gemini 3 Deep ThinkGoogle33rd of 309· 5 boards
- Gemini 3 FlashGoogle43rd of 414· 12 boards$0.5→$3per Mtok in / out2 selling
- Gemini 3 Flash PreviewGoogle3rd of 38· 36 boards$0.5→$3per Mtok in / out11 selling
- Gemini 3.1 Flash-LiteGoogle109th of 414· 28 boards$0.25→$1.5per Mtok in / out10 selling
- Gemini 3.1 Pro PreviewGoogle3rd of 102· 79 boards$2→$12per Mtok in / out13 selling
- Gemini 3.5 FlashGoogle6th of 102· 64 boards$1.5→$9per Mtok in / out13 selling
- Gemini 3.5 Flash-LiteGoogle70th of 414· 28 boards$0.3→$2.5per Mtok in / out11 selling
- Gemini 3.6 FlashGoogle11th of 326· 51 boards$0.75→$3.75per Mtok in / out12 selling
- Gemini 3.7 FlashGoogle6th of 326· 52 boards$0.75→$3.75per Mtok in / out12 selling
- Gemini 3.8 FlashGoogle5th of 326· 61 boards$0.75→$3.75per Mtok in / out10 selling
- Gemini 4 ArgonGoogle1st of 273· 46 boards$2→$10per Mtok in / out13 selling
- Gemma 2 27BGoogle50th of 217· 7 boards$0.27→$0.27per Mtok in / out5 selling
- Gemma 3 12BGoogle8th of 111· 10 boards$0.05→$0.15per Mtok in / out10 selling
- Gemma 3 27BGoogle36th of 111· 16 boards$0.08→$0.16per Mtok in / out12 selling
- Gemma 3 4BGoogle29th of 111· 7 boards$0.04→$0.08per Mtok in / out7 selling
- Gemma 4 31BGoogle37th of 111· 15 boards$0.12→$0.36per Mtok in / out17 selling
- Gemma 4 31B Claude 4.6 Opus Reasoning DistilledGoogle$0.6→$1.2per Mtok in / out1 selling
- Granite 4.0 MicroIBM watsonx.ai283rd of 306· 3 boards$0.017→$0.11per Mtok in / out2 selling
- Grok 3xAI24th of 111· 19 boards$3→$15per Mtok in / out3 selling
- Grok 3 MinixAI21st of 108· 15 boards$0.25→$1.27per Mtok in / out3 selling
- Grok 4.1 Fast Non-ReasoningxAI40th of 102· 2 boards$0.2→$0.5per Mtok in / out2 selling
- Grok 4.1 Fast ReasoningxAI20th of 92· 11 boards$0.2→$0.5per Mtok in / out2 selling
- Grok 4.20xAI37th of 414· 39 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 / out5 selling
- Grok 4.3xAI60th of 326· 48 boards$1.25→$2.5per Mtok in / out11 selling
- Grok 4.5xAI18th of 326· 60 boards$2→$6per Mtok in / out10 selling
- Grok 4.6xAI2nd of 55· 59 boards$2→$6per Mtok in / out15 selling
- Grok 4.7xAI26th of 326· 43 boards$2→$6per Mtok in / out13 selling
- Huihui-ThinkingCap-Qwen3.6-27B-abliteratedhuihui-ai$1.6→$12per Mtok in / out1 selling
- InklingThinking Machines Lab67th of 326· 37 boards$1→$4.05per Mtok in / out12 selling
- Inkling SmallThinking Machines Lab63rd of 326· 19 boards$0.3→$1.2per Mtok in / out7 selling
- Kimi K2 ThinkingMoonshot AI37th of 101· 9 boards$0.47→$2per Mtok in / out15 selling
- Kimi K2.5Moonshot AI3rd of 20· 41 boards$0.6→$3per Mtok in / out21 selling
- Kimi K2.5 ThinkingMoonshot AI$0.6→$3per Mtok in / out1 selling
- Kimi K2.6Moonshot AI41st of 326· 51 boards$0.95→$4per Mtok in / out28 selling
- Kimi K2.6 ThinkingMoonshot AI$0.95→$4per Mtok in / out1 selling
- Kimi K2.7 CodeMoonshot AI49th of 306· 36 boards$0.95→$4per Mtok in / out22 selling
- Kimi K3Moonshot AI3rd of 169· 57 boards$3→$15per Mtok in / out25 selling
- Kimi-VL-A3B-ThinkingMoonshot AI
- Kimi-VL-A3B-Thinking-2506Moonshot AI
- LFM2.5-1.2B-ThinkingLiquid AI
- Llama 3 8B InstructMeta9th of 70· 11 boards$0.2→$0.2per Mtok in / out5 selling
- Llama 3.1 8B InstructMeta18th of 170· 14 boards$0.05→$0.08per Mtok in / out18 selling
- Llama 3.2 1B InstructMeta40th of 41· 3 boards$0.01→$0.02per Mtok in / out11 selling
- Llama 3.3 70B InstructMeta8th of 217· 15 boards$0.23→$0.4per Mtok in / out29 selling
- Llama 4 Maverick 17BMeta41st of 111· 15 boards$0.19→$0.65per Mtok in / out15 selling
- Llama-2-70b-chat-hfMeta314th of 326· 4 boards$3.5→$8.3per Mtok in / out2 selling
- Llama-3.2-90B-Vision-InstructMeta26th of 217· 6 boards$2→$2per Mtok in / out6 selling
- Llama-4-Maverick-17B-128E-InstructMeta Llama200th of 260· 14 boards$0.2→$0.8per Mtok in / out4 selling
- LongCat-Flash-ThinkingMeituan LongCat
- MAI-Thinking-1Microsoft$2→$8per Mtok in / out1 selling
- Magistral Small 2506Mistral AI226th of 326· 8 boards$0.5→$1.5per Mtok in / out2 selling
- Mellum2-12B-A2.5B-ThinkingJetBrains
- Mellum2.1-12B-A2.5B-ThinkingJetBrains
- Meta-Llama-3-70B-InstructMeta32nd of 217· 6 boards$1.1→$0.37per Mtok in / out5 selling
- Meta-Llama-3.1-405B-InstructMeta14th of 217· 12 boards$0.8→$0.8per Mtok in / out6 selling
- Meta-Llama-3.1-70B-InstructMeta27th of 217· 9 boards$0.4→$0.4per Mtok in / out7 selling
- MiniCPM5-1B-Claude-Opus-Fable5-ThinkingGnLOLot
- MiniMax M2.5MiniMax47th of 111· 21 boards$0.3→$1.2per Mtok in / out21 selling
- MiniMax M3MiniMax38th of 326· 41 boards$0.3→$1.2per Mtok in / out18 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· 6 boards$3→$10per Mtok in / out3 selling
- Mistral Large 2407Mistral AI28th of 217· 8 boards$2→$6per Mtok in / out4 selling
- Mistral Medium 2505Mistral AI38th of 108· 9 boards$3→$10per Mtok in / out4 selling
- Mistral Small 3.1 (25.03)Mistral AI274th of 326· 2 boards
- Mistral-7B-Instruct-v0.3Mistral AI119th of 217· 4 boards$0.2→$0.2per Mtok in / out3 selling
- Mixtral-8x7B-Instruct-v0.1Mistral AI303rd of 326· 3 boards$0.54→$0.54per Mtok in / out2 selling
- Muse Spark 1.2Meta11th of 414· 42 boards$1.25→$4.25per Mtok in / out5 selling
- Muse Spark 1.3Meta1st of 55· 40 boards$1.25→$4.25per Mtok in / out5 selling
- Muse Spark OpenMeta15th of 157· 10 boards$1.25→$4.25per Mtok in / out9 selling
- Muse-Spark-Open-816B-A42BMeta Inc.30th of 306· 11 boards$1.25→$4.25per Mtok in / out2 selling
- Nanbeige4-3B-Thinking-2511Nanbeige LLM Lab
- Nemotron 3 UltraNVIDIA94th of 326· 23 boards$0.5→$2.5per Mtok in / out13 selling
- Nemotron 3.5 Super VL 120B A12BNVIDIA219th of 282· 4 boards$0.15→$0.5per Mtok in / out2 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$0.04→$0.08per Mtok in / out1 selling
- Nova LiteNova44th of 217· 7 boards$0.06→$0.24per Mtok in / out2 selling
- Nova ProNova11th of 111· 8 boards$0.8→$3.2per Mtok in / out2 selling
- NuMarkdown-8B-ThinkingNuMind
- OpenCodeReasoning-Nemotron-1.1-32BNVIDIA$2.72→$4.8per Mtok in / out1 selling
- OpenReasoning-Nemotron-32BNVIDIA$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 111· 10 boards$0.07→$0.14per Mtok in / out7 selling
- Phi-4-mini-flash-reasoningMicrosoft
- Phi-4-mini-reasoningMicrosoft$0.32→$1.4per Mtok in / out2 selling
- Phi-4-reasoningMicrosoft$0.12→$0.5per Mtok in / out1 selling
- Phi-4-reasoning-vision-15BMicrosoft
- QwQ-32BAlibaba6th of 54· 6 boards$0.66→$1per Mtok in / out7 selling
- QwQ-PlusAlibaba206th of 326$0.8→$2.4per Mtok in / out1 selling
- Qwen 3.5 PlusAlibaba92nd of 306· 14 boards$0.4→$2.4per Mtok in / out3 selling
- Qwen 3.7 PlusAlibaba66th of 414· 22 boards$0.4→$1.6per Mtok in / out, in<=256k lane12 selling
- Qwen 3.8 MaxAlibaba2nd of 165· 24 boards$1.65→$4.95per Mtok in / out10 selling
- Qwen-PlusAlibaba48th of 108· 6 boards$1.2→$3.6per Mtok in / out, in-256k-1m lane5 selling
- Qwen1.5-72B-ChatAlibaba306th of 326$0.9→$0.9per Mtok in / out1 selling