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 1 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.
- AM-Thinking-v1am team$1.06→$2.6per Mtok in / out1 selling
- AgentRLZ.ai29th of 217· 4 boards$0.68→$1.2per Mtok in / out4 selling
- Arcee Trinity Large ThinkingArcee AI$0.25→$0.9per Mtok in / out1 selling
- Claude 2.0Anthropic2nd of 115· 6 boards$8per Mtok in, in-region lane1 selling
- Claude 2.1Anthropic57th of 217· 6 boards$8per Mtok in, in-region lane1 selling
- Claude 3 HaikuAnthropic56th of 217· 13 boards$0.21→$1.1per Mtok in / out2 selling
- Claude 3 OpusAnthropic2nd of 137· 18 boards$15→$75per Mtok in / out2 selling
- Claude 3 SonnetAnthropic49th of 217· 9 boards$3per Mtok in, in-region lane1 selling
- Claude 3.5 SonnetAnthropic2nd of 217· 26 boards$3→$15per Mtok in / out4 selling
- Claude 3.7 SonnetAnthropic3rd of 54· 27 boards$3→$15per Mtok in / out5 selling
- Claude Fable 5Anthropic1st of 165· 68 boards$10→$50per Mtok in / out15 selling
- Claude Fable 5.1Anthropic1st of 42· 57 boards$10→$50per Mtok in / out13 selling
- Claude Haiku 3.5Anthropic54th of 217· 17 boards$0.8→$4per Mtok in / out3 selling
- Claude Haiku 4.5Anthropic11th of 108· 40 boards$1→$5per Mtok in / out17 selling
- Claude Haiku 5.5Anthropic21st of 306· 39 boards$0.1→$0.5per Mtok in / out14 selling
- Claude Opus 4Anthropic8th of 49· 33 boards$15→$75per Mtok in / out9 selling
- Claude Opus 4.1Anthropic3rd of 49· 38 boards$15→$75per Mtok in / out9 selling
- Claude Opus 4.5Anthropic2nd of 22· 54 boards$5→$25per Mtok in / out15 selling
- Claude Opus 4.6Anthropic1st of 22· 63 boards$5→$25per Mtok in / out15 selling
- Claude Opus 4.7Anthropic1st of 35· 49 boards$5→$25per Mtok in / out19 selling
- Claude Opus 4.8Anthropic1st of 15· 73 boards$5→$25per Mtok in / out17 selling
- Claude Opus 5Anthropic1st of 23· 67 boards$5→$25per Mtok in / out17 selling
- Claude Opus 5.5Anthropic1st of 141· 52 boards$4→$20per Mtok in / out17 selling
- Claude Sonnet 4Anthropic3rd of 16· 35 boards$3→$15per Mtok in / out8 selling
- Claude Sonnet 4.5Anthropic6th of 108· 58 boards$3→$15per Mtok in / out15 selling
- Claude Sonnet 4.6Anthropic1st of 20· 56 boards$3→$15per Mtok in / out19 selling
- Claude Sonnet 5Anthropic1st of 2· 55 boards$2→$10per Mtok in / out17 selling
- Claude Sonnet 5.5Anthropic1st of 197· 49 boards$2→$10per Mtok in / out14 selling
- Codex miniOpenAI241st of 298· 6 boards$1.65→$6.6per Mtok in / out1 selling
- Cosmos3-Super-ReasonerNVIDIA
- DASD-4B-ThinkingAlibaba Cloud Apsara Lab$0.4→$0.8per Mtok in / out1 selling
- DeepSeek R1 0528 Qwen3 8BDeepSeek212th of 306· 2 boards$0.06→$0.09per Mtok in / out1 selling
- DeepSeek R1 Distill QWEN 14BDeepSeek28th of 108· 3 boards$0.2→$0.2per Mtok in / out5 selling
- DeepSeek R1 Distill QWEN 32BDeepSeek186th of 306· 4 boards$0.5→$4.88per Mtok in / out6 selling
- DeepSeek V3.2 ThinkingDeepSeek126th of 414· 2 boards$0.62→$1.85per Mtok in / out1 selling
- DeepSeek V4 Flash (0731)DeepSeek35th of 326· 33 boards$0.054→$0.16per Mtok in / out24 selling
- DeepSeek V4 ProDeepSeek40th of 326· 26 boards$1.32→$3.96per Mtok in / out23 selling
- DeepSeek V4 Pro 0813DeepSeek25th of 306· 27 boards$0.56→$1.68per Mtok in / out21 selling
- DeepSeek V4.1 FlashDeepSeek6th of 111· 32 boards$0.11→$0.51per Mtok in / out22 selling
- DeepSeek V4.1 Flash 1017DeepSeek14th of 273· 29 boards$0.15→$0.6per Mtok in / out19 selling
- DeepSeek v3.2DeepSeek28th of 111· 28 boards$0.23→$0.33per Mtok in / out20 selling
- DeepSeek-R1DeepSeek7th of 54· 19 boards$0.5→$2.18per Mtok in / out15 selling
- DeepSeek-R1 (0528)DeepSeek9th of 108· 25 boards$0.2→$0.6per Mtok in / out11 selling
- DeepSeek-R1-Distill-Qwen-1.5BDeepSeek245th of 306· 2 boards$0.04→$0.08per Mtok in / out4 selling
- DeepSeek-V3DeepSeek2nd of 134· 26 boards$0.2→$0.2per Mtok in / out10 selling
- DeepSeek-V3 0324DeepSeek11th of 54· 17 boards$0.2→$0.6per Mtok in / out12 selling
- ERNIE-4.5-21B-A3B-ThinkingBaidu
- ERNIE-4.5-VL-28B-A3B-ThinkingBaidu
- ERNIE-5.0-ThinkingBaidu$0.89→$3.56per Mtok in / out1 selling
- GLM 5.1Z.ai3rd of 154· 45 boards$1.4→$4.4per Mtok in / out22 selling
- GLM 5.2Z.ai1st of 34· 54 boards$1.4→$4.4per Mtok in / out28 selling
- GLM 5.3 FlashZ.ai1st of 15· 39 boards$0.15→$0.5per Mtok in / out25 selling
- GLM-4.5Z.ai148th of 414· 11 boards$0.38→$1.6per Mtok in / out7 selling
- GLM-4.5-AirZ.ai194th of 414· 11 boards$0.13→$0.85per Mtok in / out11 selling
- GLM-4.6Z.ai124th of 414· 22 boards$0.6→$2.2per Mtok in / out16 selling
- GLM-4.7Z.ai94th of 414· 32 boards$0.6→$2.2per Mtok in / out19 selling
- GLM-4.7 FlashZ.ai53rd of 111· 11 boards$0.06→$0.4per Mtok in / out11 selling
- GLM-5Z.ai63rd of 414· 35 boards$1→$3.2per Mtok in / out21 selling
- GLM-5.3Z.ai7th of 131· 39 boards$1.4→$4.4per Mtok in / out26 selling
- GPT 5.1 ThinkingOpenAI147th of 298· 4 boards$1.25→$10per Mtok in / out1 selling
- GPT 5.1 Thinking (Fast)OpenAI$2.5→$20per Mtok in / out1 selling
- GPT 6 AstraOpenAI1st of 132· 47 boards$10→$50per Mtok in / out14 selling
- GPT 6 LunaOpenAI22nd of 306· 33 boards$0.1→$0.5per Mtok in / out14 selling
- GPT 6 SolOpenAI5th of 306· 35 boards$2→$10per Mtok in / out14 selling
- GPT 6.1 SolOpenAI1st of 14· 45 boards$2→$10per Mtok in / out15 selling
- GPT OSS 120BOpenAI85th of 306· 28 boards$0.05→$0.45per Mtok in / out32 selling
- GPT OSS 20BOpenAI164th of 306· 13 boards$0.018→$0.09per Mtok in / out21 selling
- GPT-3.5 TurboOpenAI90th of 217· 11 boards$0.5→$1.5per Mtok in / out5 selling
- GPT-3.5 Turbo (1106)OpenAI7th of 134· 9 boards$1→$2per Mtok in / out2 selling
- GPT-4 (0613)OpenAI7th of 170· 14 boards$30→$60per Mtok in / out4 selling
- GPT-4 TurboOpenAI25th of 217· 14 boards$10→$30per Mtok in / out4 selling
- GPT-4.1 fine-tunedOpenAI22nd of 111· 29 boards$3→$12per Mtok in / out, fine-tuned lane3 selling
- GPT-4.1 miniOpenAI27th of 108· 32 boards$0.4→$1.6per Mtok in / out9 selling
- GPT-4.1 nanoOpenAI44th of 108· 29 boards$0.1→$0.4per Mtok in / out8 selling
- GPT-4o (2024-05-13)OpenAI2nd of 26· 13 boards$5→$15per Mtok in / out6 selling
- GPT-4o (2024-08-06)OpenAI16th of 217· 17 boards$2.5→$10per Mtok in / out5 selling
- GPT-4o (2024-11-20)OpenAI1st of 217· 26 boards$2.5→$10per Mtok in / out5 selling
- GPT-4o-mini (2024-07-18)OpenAI1st of 113· 27 boards$0.15→$0.6per Mtok in / out4 selling
- GPT-5OpenAI1st of 72· 59 boards$1.25→$10per Mtok in / out13 selling
- GPT-5 ProOpenAI20th of 154· 15 boards$15→$120per Mtok in / out6 selling
- GPT-5 miniOpenAI3rd of 108· 46 boards$0.25→$2per Mtok in / out14 selling
- GPT-5 nanoOpenAI14th of 108· 34 boards$0.05→$0.4per Mtok in / out13 selling
- GPT-5.1OpenAI2nd of 54· 43 boards$1.25→$10per Mtok in / out8 selling
- GPT-5.2OpenAI1st of 18· 53 boards$1.75→$14per Mtok in / out11 selling
- GPT-5.2 ProOpenAI9th of 154· 10 boards$21→$168per Mtok in / out6 selling
- GPT-5.4OpenAI1st of 23· 64 boards$2.5→$15per Mtok in / out14 selling
- GPT-5.4 ProOpenAI7th of 326· 18 boards$30→$180per Mtok in / out9 selling
- GPT-5.4 miniOpenAI21st of 111· 32 boards$0.75→$4.5per Mtok in / out12 selling
- GPT-5.4 nanoOpenAI2nd of 111· 28 boards$0.2→$1.25per Mtok in / out11 selling
- GPT-5.5OpenAI1st of 17· 73 boards$5→$30per Mtok in / out15 selling
- GPT-5.5 InstantOpenAI42nd of 414· 8 boards$5→$30per Mtok in / out1 selling
- GPT-5.5 ProOpenAI1st of 101· 17 boards$30→$180per Mtok in / out8 selling
- GPT-5.6 LunaOpenAI28th of 306· 41 boards$0.2→$1.2per Mtok in / out15 selling
- GPT-5.6 SolOpenAI1st of 34· 53 boards$4→$20per Mtok in / out15 selling
- GPT-5.6 TerraOpenAI14th of 306· 40 boards$2→$12per Mtok in / out15 selling
- GPT-6.1 TerraOpenAI1st of 28· 16 boards$1→$5per Mtok in / out22 selling
- Gemini 2.0 FlashGoogle30th of 217· 7 boards
- Gemini 2.5 FlashGoogle12th of 42· 37 boards$0.15→$0.6per Mtok in / out14 selling
- Gemini 2.5 ProGoogle1st of 8· 49 boards$1.25→$10per Mtok in / out13 selling
- Gemini 2.5 Pro Preview 05-06Google12th of 108· 10 boards