مدل‌های استدلالی برای مسئله‌های چندمرحله‌ای

این مدل‌ها قبل از پاسخ، زنجیرهٔ استدلال تولید می‌کنند. کیفیت روی مسائل چندمرحله‌ای بالاتر است ولی تعداد توکن خروجی چند برابر می‌شود؛ برای همین در برآورد هزینه، سه برابر خروجی معمول در نظر گرفته می‌شود.

۳۰۴ مدل در این دسته · قیمت‌ها به تومان به‌ازای ۱ میلیون توکن

مدل	قابلیت‌ها	context	ورودی / ۱M	خروجی / ۱M	≈ ۱٬۰۰۰ کلمه
North Mini Code (free)cohere/north-mini-code:free	رایگان · ظرفیت محدودtoolsreasoning	256,000	0	0	0
DDots3-Note Preview (free)dots-studio/dots-3-note-preview:free	رایگان · ظرفیت محدودvisiontoolsreasoningjson	512,000	0	0	0
Gemma 4 26B A4B (free)google/gemma-4-26b-a4b-it:free	رایگان · ظرفیت محدودvisiontoolsreasoningjson	262,144	0	0	0
Gemma 4 31B (free)google/gemma-4-31b-it:free	رایگان · ظرفیت محدودvisiontoolsreasoningjson	262,144	0	0	0
ILing 3.0 Flash Fin (free)inclusionai/ling-3.0-flash-fin:free	رایگان · ظرفیت محدودtoolsreasoning	262,144	0	0	0
ILing 3.0 Flash Sante (free)inclusionai/ling-3.0-flash-sante:free	رایگان · ظرفیت محدودtoolsreasoning	262,144	0	0	0
LFM2.5-2.6B (free)liquid/lfm-2.5-2.6b:free	رایگان · ظرفیت محدودtoolsreasoningjson	65,536	0	0	0
MiniMax M2.7 (free)minimax/minimax-m2.7:free	رایگان · ظرفیت محدودtoolsreasoningjson	196,608	0	0	0
MiniMax M3 (free)minimax/minimax-m3:free	رایگان · ظرفیت محدودvisiontoolsreasoningjson	1,048,576	0	0	0
Nemotron 3 Nano Omni (free)nvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free	رایگان · ظرفیت محدودvisiontoolsreasoningaudio	256,000	0	0	0
Nemotron 3 Super (free)nvidia/nemotron-3-super-120b-a12b:free	رایگان · ظرفیت محدودtoolsreasoningjson	262,144	0	0	0
Nemotron 3 Ultra (free)nvidia/nemotron-3-ultra-550b-a55b:free	رایگان · ظرفیت محدودtoolsreasoning	1,000,000	0	0	0
Nemotron 3.5 Content Safety (free)nvidia/nemotron-3.5-content-safety:free	رایگان · ظرفیت محدودvisionreasoning	128,000	0	0	0
Nemotron 3.5 Lightning (free)nvidia/nemotron-3.5-lightning:free	رایگان · ظرفیت محدودtoolsreasoning	1,000,000	0	0	0
Free Models Routeropenrouter/free	رایگان · ظرفیت محدودvisiontoolsreasoningjson	200,000	0	0	0
Laguna S 2.1 (free)poolside/laguna-s-2.1:free	رایگان · ظرفیت محدودtoolsreasoning	262,144	0	0	0
Laguna XS 2.1 (free)poolside/laguna-xs-2.1:free	رایگان · ظرفیت محدودtoolsreasoning	262,144	0	0	0
TInkling Small (free)thinkingmachines/inkling-small:free	رایگان · ظرفیت محدودvisiontoolsreasoningaudio	1,048,576	0	0	0
TInkling (free)thinkingmachines/inkling:free	رایگان · ظرفیت محدودvisiontoolsreasoningaudio	1,048,576	0	0	0
ILing 3.0 Flashinclusionai/ling-3.0-flash	toolsreasoningjson	262,144	6,093	18,278	32
NNex-N2-Mininex-agi/nex-n2-mini	visiontoolsreasoningjson	262,144	7,253	29,013	47
Solar Pro 4upstage/solar-pro4	toolsreasoningjson	524,288	8,704	34,815	57
gpt-oss-20bopenai/gpt-oss-20b	toolsreasoningjson	131,072	8,704	37,716	60
Qwen3.7 Flashqwen/qwen3.7-flash	visiontoolsreasoningjson	1,000,000	8,704	37,716	60
Laguna XS 2.1poolside/laguna-xs-2.1	toolsreasoning	262,144	17,408	34,815	68
Mercury 2.5 Previewinception/mercury-2.5-preview	toolsreasoningjson	260,000	11,605	43,519	72
gpt-oss-120bopenai/gpt-oss-120b	toolsreasoningjson	131,072	10,735	49,321	78
DeepSeek V4 Flash Latest~deepseek/deepseek-v4-flash-latest	toolsreasoningjson	1,310,720	14,506	46,420	79
GPT-5 Nano (batch)openai/gpt-5-nano:batch	visiontoolsreasoningjson	400,000	7,253	58,025	85
ILing 3.0 Flash Fininclusionai/ling-3.0-flash-fin	toolsreasoningjson	262,144	17,408	52,223	91
Gemini 2.5 Flash Lite (batch)google/gemini-2.5-flash-lite:batch	visiontoolsreasoningjson	1,048,576	14,506	58,025	94
Granite 4.2 8Bibm-granite/granite-4.2-8b	toolsreasoningjson	131,072	29,013	43,519	94
Nemotron 3 Nano 30B A3Bnvidia/nemotron-3-nano-30b-a3b	toolsreasoningjson	262,144	14,506	58,025	94
gpt-oss-20b (batch)openai/gpt-oss-20b:batch	reasoningjson	131,072	14,506	58,025	94
Qwen3.5-9Bqwen/qwen3.5-9b	visiontoolsreasoningjson	262,144	29,013	43,519	94
DeepSeek V4 Flash 0423deepseek/deepseek-v4-flash	toolsreasoningjson	1,048,576	25,707	51,414	100
Laguna S 2.1poolside/laguna-s-2.1	toolsreasoning	1,048,576	26,111	52,223	102
Nemotron 3.5 Lightningnvidia/nemotron-3.5-lightning	toolsreasoningjson	262,144	23,210	58,025	106
Muse Spark 1.2 Contributormeta/muse-spark-1.2-contributor	visiontoolsreasoningjson	1,048,576	29,013	58,025	113
Muse Spark 1.3 Contributormeta/muse-spark-1.3-contributor	visiontoolsreasoningjson	1,048,576	29,013	58,025	113
RReka Flash 3rekaai/reka-flash-3	reasoningjson	65,536	29,013	58,025	113
GLM Flash Latest~z-ai/glm-flash-latest	visiontoolsreasoningjson	1,310,720	20,671	68,905	116
Qwen3.5-Flashqwen/qwen3.5-flash-02-23	visiontoolsreasoningjson	1,000,000	18,858	75,433	123
GLM 5.3 Flashz-ai/glm-5.3-flash	visiontoolsreasoningjson	1,310,720	21,759	72,531	123
Qwen3 14Bqwen/qwen3-14b	toolsreasoningjson	131,072	34,815	69,630	136
Qwen3 32Bqwen/qwen3-32b	toolsreasoningjson	131,072	23,210	81,235	136
Seed 1.6 Flashbytedance-seed/seed-1.6-flash	visiontoolsreasoningjson	262,144	21,759	87,038	141
gpt-oss-safeguard-20bopenai/gpt-oss-safeguard-20b	toolsreasoningjson	131,072	21,759	87,038	141
Nemotron 3.5 Content Safetynvidia/nemotron-3.5-content-safety	visionreasoningjson	131,072	58,025	58,025	151
Step 3.5 Flashstepfun/step-3.5-flash	toolsreasoning	262,144	29,013	87,038	151
Gemma 4 26B A4B google/gemma-4-26b-a4b-it	visiontoolsreasoningjson	262,144	20,309	98,643	155
DeepSeek V4 Flash 0731deepseek/deepseek-v4-flash-0731	toolsreasoningjson	1,310,720	40,618	81,235	158
DeepSeek V4 Flash 0731 (batch)deepseek/deepseek-v4-flash-0731:batch	toolsreasoningjson	1,048,576	40,618	81,235	158
Qwen3.5-9B (batch)qwen/qwen3.5-9b:batch	visiontoolsreasoningjson	262,144	49,321	72,531	158
MiMo-V2.5xiaomi/mimo-v2.5	visiontoolsreasoningjson	1,050,000	40,618	81,235	158
Gemma 4 31Bgoogle/gemma-4-31b-it	visiontoolsreasoningjson	262,144	26,111	98,643	162
GPT-5 Nanoopenai/gpt-5-nano	visiontoolsreasoningjson	400,000	14,506	116,050	170
GLM 4.7 Flashz-ai/glm-4.7-flash	toolsreasoningjson	202,752	17,408	116,050	173
Nemotron 3 Supernvidia/nemotron-3-super-120b-a12b	toolsreasoningjson	1,000,000	24,661	116,050	183
Seed-2.0-Minibytedance-seed/seed-2.0-mini	visiontoolsreasoningjson	262,144	29,013	116,050	189
Gemini 2.5 Flash Litegoogle/gemini-2.5-flash-lite	visiontoolsreasoningjson	1,048,576	29,013	116,050	189
Hermes 4 70Bnousresearch/hermes-4-70b	reasoningjson	131,072	37,716	116,050	200
Qwen3 8Bqwen/qwen3-8b	toolsreasoningjson	131,072	33,945	132,007	216
Qwen3 30B A3Bqwen/qwen3-30b-a3b	toolsreasoningjson	131,072	34,815	145,063	234
Qwen3.8 Flashqwen/qwen3.8-flash	visiontoolsreasoningjson	1,000,000	43,519	136,359	234
GLM 5.3 Flash (batch)z-ai/glm-5.3-flash:batch	visiontoolsreasoningjson	1,048,575	43,519	145,063	245
Hy3tencent/hy3	toolsreasoningjson	262,144	38,297	153,186	249
DeepSeek V3.2deepseek/deepseek-v3.2	toolsreasoningjson	163,840	78,044	116,050	252
DeepSeek V3.2 Expdeepseek/deepseek-v3.2-exp	toolsreasoningjson	163,840	78,334	118,951	256
GPT-5.6 Luna Pro (batch)openai/gpt-5.6-luna-pro:batch	visiontoolsreasoningjson	1,050,000	29,013	174,075	264
GPT-5.6 Luna (batch)openai/gpt-5.6-luna:batch	visiontoolsreasoningjson	1,050,000	29,013	174,075	264
Hunyuan A13B Instructtencent/hunyuan-a13b-instruct	reasoningjson	131,072	40,618	165,371	268
GPT-5.4 Nano (batch)openai/gpt-5.4-nano:batch	visiontoolsreasoningjson	400,000	29,013	181,328	273
Mistral Small 4mistralai/mistral-small-2603	visiontoolsreasoningjson	262,144	43,519	174,075	283
gpt-oss-120b (batch)openai/gpt-oss-120b:batch	toolsreasoningjson	131,072	43,519	174,075	283
Solar Pro 3upstage/solar-pro-3	toolsreasoningjson	131,072	43,519	174,075	283
Hy3 previewtencent/hy3-preview	toolsreasoning	262,144	52,223	174,075	294
Gemini 3.1 Flash Lite (batch)google/gemini-3.1-flash-lite:batch	visiontoolsreasoningjson	1,048,576	36,266	217,594	330
DeepSeek V4 Flash Vision Expdeepseek/deepseek-v4-flash-vision-exp	visiontoolsreasoningjson	1,048,576	63,828	191,483	332
GLM 4.5 Airz-ai/glm-4.5-air	toolsreasoning	131,072	37,716	246,606	370
Mercury 2inception/mercury-2	toolsreasoningjson	128,000	72,531	217,594	377
Qwen3.6 35B A3Bqwen/qwen3.6-35b-a3b	visiontoolsreasoningjson	262,144	29,013	261,113	377
Trinity Large Thinkingarcee-ai/trinity-large-thinking	toolsreasoning	262,144	72,531	232,100	396
GPT-5 Mini (batch)openai/gpt-5-mini:batch	visiontoolsreasoningjson	400,000	36,266	290,125	424
GLM 4.6Vz-ai/glm-4.6v	visiontoolsreasoningjson	131,072	87,038	261,113	453
NNex-N2-Pronex-agi/nex-n2-pro	visiontoolsreasoning	262,144	72,531	290,125	471
DeepSeek V3.1 Terminusdeepseek/deepseek-v3.1-terminus	toolsreasoningjson	163,840	78,334	290,125	479
MiniMax M2minimax/minimax-m2	toolsreasoningjson	204,800	73,982	295,928	481
MiMo-V2.5-Proxiaomi/mimo-v2.5-pro	toolsreasoningjson	1,050,000	126,204	252,409	492
Qwen3.6 Flashqwen/qwen3.6-flash	visiontoolsreasoningjson	1,000,000	54,398	326,391	495
MiniMax M2.5minimax/minimax-m2.5	toolsreasoningjson	204,800	78,334	313,335	509
Qwen3 Next 80B A3B Thinkingqwen/qwen3-next-80b-a3b-thinking	toolsreasoningjson	262,144	43,519	348,150	509
Step 3.7 Flashstepfun/step-3.7-flash	visiontoolsreasoningjson	262,144	58,025	333,644	509
Gemma 4 31B (batch)google/gemma-4-31b-it:batch	visiontoolsreasoningjson	262,144	113,149	281,421	513
Gemini 2.5 Flash (batch)google/gemini-2.5-flash:batch	visiontoolsreasoningjson	1,048,576	43,519	362,656	528
Gemini 3.5 Flash Lite (batch)google/gemini-3.5-flash-lite:batch	visiontoolsreasoningjson	1,048,576	43,519	362,656	528
Muse Glimmer 30Bmeta/muse-glimmer-30b	visiontoolsreasoningjson	131,072	87,038	319,138	528
GPT-5.6 Lunaopenai/gpt-5.6-luna	visiontoolsreasoningjson	1,050,000	58,025	348,150	528
GPT-5.6 Luna Proopenai/gpt-5.6-luna-pro	visiontoolsreasoningjson	1,050,000	58,025	348,150	528
GPT-5.4 Nanoopenai/gpt-5.4-nano	visiontoolsreasoningjson	400,000	58,025	362,656	547
LongCat 2.0meituan/longcat-2.0	toolsreasoning	1,048,756	87,038	348,150	566
MiniMax M2.1minimax/minimax-m2.1	toolsreasoningjson	204,800	87,038	348,150	566
MiniMax M2.7minimax/minimax-m2.7	toolsreasoningjson	204,800	87,038	348,150	566
MiniMax M3minimax/minimax-m3	visiontoolsreasoningjson	1,048,576	87,038	348,150	566
MiniMax M3 (batch)minimax/minimax-m3:batch	visiontoolsreasoningjson	524,288	87,038	348,150	566
Qwen3.5-35B-A3Bqwen/qwen3.5-35b-a3b	visiontoolsreasoningjson	262,144	90,664	362,656	589
R1 Distill Llama 70Bdeepseek/deepseek-r1-distill-llama-70b	reasoning	8,192	232,100	232,100	603
Qwen3.7 Plusqwen/qwen3.7-plus	visiontoolsreasoningjson	1,000,000	92,840	371,360	603
PPerceptron Mk1perceptron/perceptron-mk1	visionreasoningjson	32,768	43,519	435,188	622
TInkling Smallthinkingmachines/inkling-small	visiontoolsreasoningaudio	1,048,576	130,556	348,150	622
ERNIE 4.5 VL 424B A47B baidu/ernie-4.5-vl-424b-a47b	visionreasoning	123,000	121,853	362,656	630
TInkling Small (batch)thinkingmachines/inkling-small:batch	visiontoolsreasoningaudio	524,288	145,063	348,150	641
Gemini 3 Flash Preview (batch)google/gemini-3-flash-preview:batch	visiontoolsreasoningjson	1,048,576	72,531	435,188	660
Gemini 3.1 Flash Litegoogle/gemini-3.1-flash-lite	visiontoolsreasoningjson	1,048,576	72,531	435,188	660
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)google/gemini-3.1-flash-lite-image	visionreasoningjsonimage out	65,536	72,531	435,188	660
Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview	visiontoolsreasoningjson	1,048,576	72,531	435,188	660
Qwen3.5-27Bqwen/qwen3.5-27b	visiontoolsreasoningjson	262,144	56,574	452,595	662
Qwen3.5 Plus 2026-02-15qwen/qwen3.5-plus-02-15	visiontoolsreasoningjson	1,000,000	75,433	452,595	686
Muse Glimmer 30B (batch)meta/muse-glimmer-30b:batch	visiontoolsreasoningjson	131,072	101,544	435,188	698
Aion-3.0-Miniaion-labs/aion-3.0-mini	toolsreasoningjson	131,072	203,088	406,175	792

۱۲۰ مورد اول نمایش داده شد؛ برای فیلتر دقیق‌تر فهرست کامل را ببین.

رتبه‌بندی این دسته بر اساس مصرف واقعی ←