Reasoning models, and what they cost
A reasoning model thinks in tokens before it answers, and those tokens are output tokens on your bill. The quality gain on multi-step problems is real, and so is the multiplier: we reserve roughly three times the usual output when a request goes to one of these, then charge only what the model actually used.
305 models in this category · prices in toman per 1M tokens
| Model | Capabilities | Context | Input / 1M | Output / 1M | ≈ 1,000 words |
|---|---|---|---|---|---|
 North Mini Codecohere/north-mini-code:free | Free · shared capacityTool callingReasoning | 256,000 | 0 | 0 | 0 |
Dots3-Note Previewdots-studio/dots-3-note-preview:free | Free · shared capacityImage inputTool callingReasoningJSON output | 512,000 | 0 | 0 | 0 |
 Gemma 4 26B A4Bgoogle/gemma-4-26b-a4b-it:free | Free · shared capacityImage inputTool callingReasoningJSON output | 262,144 | 0 | 0 | 0 |
Gemma 4 31Bgoogle/gemma-4-31b-it:free | Free · shared capacityImage inputTool callingReasoningJSON output | 262,144 | 0 | 0 | 0 |
LFM2.5-2.6Bliquid/lfm-2.5-2.6b:free | Free · shared capacityTool callingReasoningJSON output | 65,536 | 0 | 0 | 0 |
 Nemotron 3 Nano Omninvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free | Free · shared capacityImage inputTool callingReasoningAudio input | 256,000 | 0 | 0 | 0 |
Nemotron 3 Ultranvidia/nemotron-3-ultra-550b-a55b:free | Free · shared capacityTool callingReasoning | 1,000,000 | 0 | 0 | 0 |
Nemotron 3.5 Content Safetynvidia/nemotron-3.5-content-safety:free | Free · shared capacityImage inputReasoning | 128,000 | 0 | 0 | 0 |
Nemotron 3.5 Lightningnvidia/nemotron-3.5-lightning:free | Free · shared capacityTool callingReasoning | 1,000,000 | 0 | 0 | 0 |
Nemotron 3.5 Super VLnvidia/nemotron-3.5-super-vl:free | Free · shared capacityImage inputTool callingReasoningJSON output | 1,000,000 | 0 | 0 | 0 |
Flintrecursive/flint-v1.0:free | Free · shared capacityTool callingReasoningJSON output | 262,144 | 0 | 0 | 0 |
Crouton Alphastealth/crouton-alpha | Image inputTool callingReasoningJSON output | 1,048,576 | 0 | 0 | 0 |
Xing4.0 29B A4Bxingchen-agi/xing4.0-29b-a4b:free | Free · shared capacityTool callingReasoningJSON output | 262,144 | 0 | 0 | 0 |
Ling 3.0 Tinyinclusionai/ling-3.0-tiny | Tool callingReasoningJSON output | 262,144 | 5,193 | 15,580 | 27 |
Ling 3.0 Flashinclusionai/ling-3.0-flash | Tool callingReasoningJSON output | 262,144 | 7,271 | 21,812 | 38 |
GLM FlashLatest~z-ai/glm-flash-latest | Image inputTool callingReasoningJSON output | 1,048,576 | 9,867 | 31,956 | 54 |
Nex-N2.5-Mininex-agi/nex-n2.5-mini | Image inputReasoningJSON output | 262,144 | 8,655 | 34,622 | 56 |
gpt-oss-20bBatchopenai/gpt-oss-20b:batch | Tool callingReasoningJSON output | 131,072 | 8,309 | 38,777 | 61 |
gpt-oss-20bopenai/gpt-oss-20b | Tool callingReasoningJSON output | 131,072 | 10,387 | 45,009 | 72 |
 Qwen3.7 Flashqwen/qwen3.7-flash | Image inputTool callingReasoningJSON output | 1,000,000 | 10,387 | 45,009 | 72 |
gpt-oss-120bBatchopenai/gpt-oss-120b:batch | Tool callingReasoningJSON output | 131,072 | 10,248 | 47,086 | 75 |
Mercury 2.5inception/mercury-2.5 | Tool callingReasoningJSON output | 260,000 | 13,849 | 51,933 | 86 |
Ternary Bonsai 2 9Bprism-ml/ternary-bonsai-2-9b | Image inputTool callingReasoningJSON output | 262,144 | 27,698 | 45,009 | 95 |
GPT-5 NanoBatchopenai/gpt-5-nano:batch | Image inputTool callingReasoningJSON output | 400,000 | 8,655 | 69,244 | 101 |
GLM 5.3 FlashBatchz-ai/glm-5.3-flash:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 17,311 | 62,319 | 104 |
Ling 3.0 Flash VLinclusionai/ling-3.0-flash-vl | Image inputTool callingReasoningJSON output | 131,072 | 20,773 | 62,319 | 108 |
 Solar Mini 4upstage/solar-mini4 | Tool callingReasoningJSON output | 524,288 | 17,311 | 69,244 | 113 |
Gemma 4 26B A4Bgoogle/gemma-4-26b-a4b-it | Image inputTool callingReasoningJSON output | 262,144 | 23,197 | 69,244 | 120 |
Nemotron 3.5 Lightningnvidia/nemotron-3.5-lightning | Tool callingReasoningJSON output | 262,144 | 24,235 | 69,244 | 122 |
 DeepSeek V4 Flash 0423deepseek/deepseek-v4-flash | Tool callingReasoningJSON output | 1,048,576 | 31,506 | 63,012 | 123 |
Claude Haiku 5.5Batchanthropic/claude-haiku-5.5:batch | Image inputTool callingReasoningJSON output | 1,000,000 | 17,311 | 86,555 | 135 |
Ling 3.1 Flashinclusionai/ling-3.1-flash | Tool callingReasoningJSON output | 1,000,000 | 25,966 | 77,899 | 135 |
Nemotron 3 Nano 30B A3Bnvidia/nemotron-3-nano-30b-a3b | Tool callingReasoningJSON output | 262,144 | 20,773 | 83,093 | 135 |
GPT-6 Luna ProBatchopenai/gpt-6-luna-pro:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 17,311 | 86,555 | 135 |
GPT-6 LunaBatchopenai/gpt-6-luna:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 17,311 | 86,555 | 135 |
Reka Flash 3rekaai/reka-flash-3 | ReasoningJSON output | 65,536 | 34,622 | 69,244 | 135 |
Granite 4.2 8Bibm-granite/granite-4.2-8b | Tool callingReasoningJSON output | 131,072 | 20,773 | 86,555 | 140 |
Nex-N2.5-Pronex-agi/nex-n2.5-pro | Image inputTool callingReasoningJSON output | 262,144 | 25,966 | 86,555 | 146 |
Qwen3.5-Flashqwen/qwen3.5-flash-02-23 | Image inputTool callingReasoningJSON output | 1,000,000 | 22,504 | 90,017 | 146 |
DeepSeek V4 Flash 0731deepseek/deepseek-v4-flash-0731 | Tool callingReasoningJSON output | 1,048,576 | 20,427 | 103,866 | 162 |
Qwen3 14Bqwen/qwen3-14b | Tool callingReasoningJSON output | 40,960 | 41,546 | 83,093 | 162 |
Qwen3 32Bqwen/qwen3-32b | Tool callingReasoningJSON output | 131,072 | 27,698 | 96,941 | 162 |
DeepSeek V4 FlashLatest~deepseek/deepseek-v4-flash-latest | Tool callingReasoningJSON output | 1,048,576 | 20,427 | 103,866 | 162 |
 Seed 1.6 Flashbytedance-seed/seed-1.6-flash | Image inputTool callingReasoningJSON output | 262,144 | 25,966 | 103,866 | 169 |
gpt-oss-safeguard-20bopenai/gpt-oss-safeguard-20b | Tool callingReasoningJSON output | 131,072 | 25,966 | 103,866 | 169 |
Nemotron 3.5 Content Safetynvidia/nemotron-3.5-content-safety | Image inputReasoning | 131,072 | 69,244 | 69,244 | 180 |
 Step 3.5 Flashstepfun/step-3.5-flash | Tool callingReasoning | 262,144 | 34,622 | 103,866 | 180 |
Qwen3.5-9Bqwen/qwen3.5-9b | Image inputTool callingReasoningJSON output | 262,144 | 58,857 | 86,555 | 189 |
MiMo-V2.6-Flashxiaomi/mimo-v2.6-flash | Image inputTool callingReasoningJSON output | 1,050,000 | 48,471 | 96,941 | 189 |
DeepSeek V4.1 FlashBatchdeepseek/deepseek-v4.1-flash:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 38,777 | 116,330 | 202 |
Mercury 3inception/mercury-3 | Tool callingReasoningJSON output | 1,000,000 | 34,622 | 121,177 | 203 |
GPT-5 Nanoopenai/gpt-5-nano | Image inputTool callingReasoningJSON output | 400,000 | 17,311 | 138,488 | 203 |
GLM 4.7 Flashz-ai/glm-4.7-flash | Tool callingReasoningJSON output | 200,000 | 20,946 | 138,488 | 207 |
Seed-2.0-Minibytedance-seed/seed-2.0-mini | Image inputTool callingReasoningJSON output | 262,144 | 34,622 | 138,488 | 225 |
Gemini 2.5 Flash Litegoogle/gemini-2.5-flash-lite | Image inputTool callingReasoningJSON output | 1,048,576 | 34,622 | 138,488 | 225 |
DeepSeek V4.1 Flash 1017deepseek/deepseek-v4.1-flash-1017 | Image inputTool callingReasoningJSON output | 1,048,576 | 2,077 | 173,110 | 228 |
DeepSeek FlashLatest~deepseek/deepseek-flash-latest | Image inputTool callingReasoningJSON output | 1,048,576 | 2,077 | 173,110 | 228 |
DeepSeek V4.1 Flashdeepseek/deepseek-v4.1-flash | Image inputTool callingReasoningJSON output | 1,048,576 | 15,580 | 173,110 | 245 |
Particle-1particle-ai/particle-1 | Image inputTool callingReasoningJSON output | 1,048,576 | 17,311 | 173,110 | 248 |
Ternary Bonsai 2 27Bprism-ml/ternary-bonsai-2-27b | Image inputTool callingReasoningJSON output | 262,144 | 25,966 | 173,110 | 259 |
Claude Haiku 5.5anthropic/claude-haiku-5.5 | Image inputTool callingReasoningJSON output | 1,000,000 | 34,622 | 173,110 | 270 |
Gemma 4 31Bgoogle/gemma-4-31b-it | Image inputTool callingReasoningJSON output | 262,144 | 69,244 | 138,488 | 270 |
GPT-6 Lunaopenai/gpt-6-luna | Image inputTool callingReasoningJSON output | 1,050,000 | 34,622 | 173,110 | 270 |
GPT-6 Luna Proopenai/gpt-6-luna-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 34,622 | 173,110 | 270 |
Claude HaikuLatest~anthropic/claude-haiku-latest | Image inputTool callingReasoningJSON output | 1,000,000 | 34,622 | 173,110 | 270 |
GPT LunaLatest~openai/gpt-luna-latest | Image inputTool callingReasoningJSON output | 1,050,000 | 34,622 | 173,110 | 270 |
Qwen3 30B A3Bqwen/qwen3-30b-a3b | Tool callingReasoningJSON output | 40,960 | 41,546 | 173,110 | 279 |
Qwen3.8 Flashqwen/qwen3.8-flash | Image inputTool callingReasoningJSON output | 1,000,000 | 51,933 | 162,723 | 279 |
Qwen3.8 Omni Flashqwen/qwen3.8-omni-flash | Image inputTool callingReasoningJSON output | 1,000,000 | 51,933 | 162,723 | 279 |
DeepSeek V3.2deepseek/deepseek-v3.2 | Tool callingReasoningJSON output | 163,840 | 90,017 | 131,563 | 288 |
Nemotron 3.5 Super VLnvidia/nemotron-3.5-super-vl | Image inputTool callingReasoningJSON output | 1,048,576 | 51,933 | 173,110 | 293 |
GLM 5.3 Flashz-ai/glm-5.3-flash | Image inputTool callingReasoningJSON output | 1,048,576 | 51,933 | 173,110 | 293 |
 Hy3tencent/hy3 | Tool callingReasoningJSON output | 262,144 | 45,701 | 182,804 | 297 |
DeepSeek V3.2 Expdeepseek/deepseek-v3.2-exp | Tool callingReasoningJSON output | 163,840 | 93,479 | 141,950 | 306 |
GPT-5.6 Luna ProBatchopenai/gpt-5.6-luna-pro:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 34,622 | 207,732 | 315 |
GPT-5.6 LunaBatchopenai/gpt-5.6-luna:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 34,622 | 207,732 | 315 |
Hunyuan A13B Instructtencent/hunyuan-a13b-instruct | ReasoningJSON output | 131,072 | 48,471 | 197,345 | 320 |
LFM2.5-24B-A2Bliquid/lfm-2.5-24b-a2b | Tool callingReasoningJSON output | 128,000 | 17,311 | 242,354 | 338 |
 MiniMax M3.1 Flashminimax/minimax-m3.1-flash | Image inputTool callingReasoningJSON output | 1,048,576 | 51,933 | 207,732 | 338 |
 Mistral Small 4mistralai/mistral-small-2603 | Image inputTool callingReasoningJSON output | 262,144 | 51,933 | 207,732 | 338 |
gpt-oss-120bopenai/gpt-oss-120b | Tool callingReasoningJSON output | 131,072 | 51,933 | 207,732 | 338 |
Solar Pro 4upstage/solar-pro4 | Tool callingReasoningJSON output | 524,288 | 51,933 | 207,732 | 338 |
Hy3 previewtencent/hy3-preview | Tool callingReasoning | 262,144 | 62,319 | 207,732 | 351 |
DeepSeek V4 Flash Vision Expdeepseek/deepseek-v4-flash-vision-exp | Image inputTool callingReasoningJSON output | 1,048,576 | 74,645 | 223,935 | 388 |
Gemini 3.1 Flash LiteBatchgoogle/gemini-3.1-flash-lite:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 43,277 | 259,665 | 394 |
GLM 4.5 Airz-ai/glm-4.5-air | Tool callingReasoning | 131,072 | 45,009 | 294,286 | 441 |
Mercury 2inception/mercury-2 | Tool callingReasoningJSON output | 128,000 | 86,555 | 259,665 | 450 |
Qwen3.6 35B A3Bqwen/qwen3.6-35b-a3b | Image inputTool callingReasoningJSON output | 262,144 | 34,622 | 311,597 | 450 |
Qwen3.5-35B-A3Bqwen/qwen3.5-35b-a3b | Image inputTool callingReasoningJSON output | 262,144 | 48,471 | 346,219 | 513 |
Qwen3.7 PlusBatchqwen/qwen3.7-plus:batch | Image inputTool callingReasoningJSON output | 262,144 | 79,630 | 318,522 | 518 |
DeepSeek V3.1deepseek/deepseek-chat-v3.1 | Tool callingReasoningJSON output | 163,840 | 86,555 | 328,908 | 540 |
GLM 4.6Vz-ai/glm-4.6v | Image inputTool callingReasoningJSON output | 131,072 | 103,866 | 311,597 | 540 |
MiniMax M2.5minimax/minimax-m2.5 | Tool callingReasoningJSON output | 204,800 | 93,479 | 328,908 | 549 |
Beam 1.0 501B A23Breflection/beam-1.0-501b-a23b | Tool callingReasoningJSON output | 1,048,576 | 86,555 | 346,219 | 563 |
DeepSeek V3.1 Terminusdeepseek/deepseek-v3.1-terminus | Tool callingReasoningJSON output | 163,840 | 93,479 | 346,219 | 572 |
MiniMax M2minimax/minimax-m2 | Tool callingReasoning | 204,800 | 88,286 | 353,144 | 574 |
Qwen3 VL 30B A3B Thinkingqwen/qwen3-vl-30b-a3b-thinking | Image inputTool callingReasoningJSON output | 262,144 | 100,404 | 346,219 | 581 |
MiMo-V2.6-Proxiaomi/mimo-v2.6-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 150,605 | 301,211 | 587 |
Qwen3.6 Flashqwen/qwen3.6-flash | Image inputTool callingReasoningJSON output | 1,000,000 | 64,916 | 389,497 | 591 |
Step 3.7 Flashstepfun/step-3.7-flash | Image inputTool callingReasoningJSON output | 262,144 | 69,244 | 398,152 | 608 |
Gemini 3.5 Flash LiteBatchgoogle/gemini-3.5-flash-lite:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 51,933 | 432,774 | 630 |
GPT-5.6 Lunaopenai/gpt-5.6-luna | Image inputTool callingReasoningJSON output | 1,050,000 | 69,244 | 415,463 | 630 |
GPT-5.6 Luna Proopenai/gpt-5.6-luna-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 69,244 | 415,463 | 630 |
GPT-5.4 Nanoopenai/gpt-5.4-nano | Image inputTool callingReasoningJSON output | 400,000 | 69,244 | 432,774 | 653 |
GLM 5.3z-ai/glm-5.3 | Tool callingReasoningJSON output | 1,048,576 | 24,201 | 484,707 | 662 |
GLMLatest~z-ai/glm-latest | Tool callingReasoningJSON output | 1,048,576 | 24,201 | 484,707 | 662 |
 LongCat 2.0meituan/longcat-2.0 | Tool callingReasoning | 1,048,756 | 103,866 | 415,463 | 675 |
 Muse Glimmer 30Bmeta/muse-glimmer-30b | Image inputTool callingReasoningJSON output | 131,072 | 103,866 | 415,463 | 675 |
MiniMax M2.1minimax/minimax-m2.1 | Tool callingReasoningJSON output | 204,800 | 103,866 | 415,463 | 675 |
MiniMax M2.7minimax/minimax-m2.7 | Tool callingReasoningJSON output | 204,800 | 103,866 | 415,463 | 675 |
MiniMax M3minimax/minimax-m3 | Image inputTool callingReasoningJSON output | 1,048,576 | 103,866 | 415,463 | 675 |
Qwen3.7 Plusqwen/qwen3.7-plus | Image inputTool callingReasoningJSON output | 1,000,000 | 110,790 | 443,161 | 720 |
GLM 5.3 FlashXz-ai/glm-5.3-flashx | Image inputTool callingReasoningJSON output | 1,048,576 | 128,101 | 432,774 | 729 |
GLM 5.3 FlashX Legalz-ai/glm-5.3-flashx-legal | Image inputTool callingReasoningJSON output | 1,048,576 | 128,101 | 432,774 | 729 |
Perceptron Mk1perceptron/perceptron-mk1 | Image inputReasoningJSON output | 32,768 | 51,933 | 519,329 | 743 |
Perceptron Mk1.5perceptron/perceptron-mk1.5 | Image inputTool callingReasoningJSON output | 36,864 | 51,933 | 519,329 | 743 |
Inkling Smallthinkingmachines/inkling-small | Image inputTool callingReasoningAudio input | 524,288 | 155,799 | 415,463 | 743 |
Hy4tencent/hy4 | Image inputTool callingReasoningJSON output | 1,048,576 | 144,373 | 432,947 | 751 |
Gemini 3 Flash PreviewBatchgoogle/gemini-3-flash-preview:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 86,555 | 519,329 | 788 |
Gemini 3.1 Flash Litegoogle/gemini-3.1-flash-lite | Image inputTool callingReasoningJSON output | 1,048,576 | 86,555 | 519,329 | 788 |
Showing the first 120. For finer filters see the full catalogue .