by capability
Reasoning-mode models
Models that support extended reasoning / thinking modes for complex problems.
What this is
Ranked by capability match + real benchmark scores + live pricing, daily-refreshed. Benchmark sources: Aider Polyglot (coding) and Artificial Analysis Intelligence Index (overall, coding, agentic). Full methodology →
Download this catalog: CSV · JSON (regenerated 2026-09-27), or query it live via the API.
| # | Model | Score | In / 1M | Out / 1M | Context | |
|---|---|---|---|---|---|---|
| 1 | Qwen: Qwen3.8 Max Prime NEWqwen/qwen3.8-max-prime | — | $4.000 | $12.000 | 1,000,000 | Details → |
| 2 | Space Bunny Alpha NEWstealth/space-bunny-alpha | — | Free | Free | 1,000,000 | Details → |
| 3 | Cohere: Command A+ NEWcohere/command-a-plus | 17 1/5 | $0.300 | $1.500 | 192,000 | Details → |
| 4 | OpenAI: GPT-6 Luna Pro NEWopenai/gpt-6-luna-pro | — | $0.100 | $0.500 | 1,050,000 | Details → |
| 5 | OpenAI: GPT-6 Luna Pro (batch) NEWopenai/gpt-6-luna-pro:batch | — | $0.050 | $0.250 | 1,050,000 | Details → |
| 6 | OpenAI: GPT-6 Luna NEWopenai/gpt-6-luna | 62 1/5 | $0.100 | $0.500 | 1,050,000 | Details → |
| 7 | OpenAI: GPT-6 Luna (batch) NEWopenai/gpt-6-luna:batch | 62 1/5 | $0.050 | $0.250 | 1,050,000 | Details → |
| 8 | OpenAI: GPT-6 Sol Pro NEWopenai/gpt-6-sol-pro | — | $2.000 | $10.000 | 1,050,000 | Details → |
| 9 | OpenAI: GPT-6 Sol Pro (batch) NEWopenai/gpt-6-sol-pro:batch | — | $1.000 | $5.000 | 1,050,000 | Details → |
| 10 | OpenAI: GPT-6 Sol NEWopenai/gpt-6-sol | 81 1/5 | $2.000 | $10.000 | 1,050,000 | Details → |
| 11 | OpenAI: GPT-6 Sol (batch) NEWopenai/gpt-6-sol:batch | 81 1/5 | $1.000 | $5.000 | 1,050,000 | Details → |
| 12 | Anthropic: Claude Opus 5.5 (batch) NEWanthropic/claude-opus-5.5:batch | 100 1/5 | $2.000 | $10.000 | 1,000,000 | Details → |
| 13 | Xiaomi: MiMo-V2.6-Pro-UltraSpeed NEWxiaomi/mimo-v2.6-pro-ultraspeed | — | $4.350 | $8.700 | 1,048,576 | Details → |
| 14 | Xiaomi: MiMo-V2.6-Flash NEWxiaomi/mimo-v2.6-flash | — | $0.140 | $0.280 | 1,048,576 | Details → |
| 15 | Xiaomi: MiMo-V2.6-Pro NEWxiaomi/mimo-v2.6-pro | 79 1/5 | $0.435 | $0.870 | 1,050,000 | Details → |
| 16 | SpaceXAI: Grok 4.7 NEWx-ai/grok-4.7 | 79 1/5 | $1.600 | $4.800 | 500,000 | Details → |
| 17 | Qwen: Qwen3.8 Omni Flash NEWqwen/qwen3.8-omni-flash | — | $0.150 | $0.470 | 1,000,000 | Details → |
| 18 | PrismML: Ternary Bonsai 2 27B NEWprism-ml/ternary-bonsai-2-27b | — | $0.075 | $0.500 | 262,144 | Details → |
| 19 | Z.ai: GLM 5.3 FlashX NEWz-ai/glm-5.3-flashx | — | $0.370 | $1.250 | 1,048,576 | Details → |
| 20 | DeepSeek: DeepSeek Flash Latest NEW~deepseek/deepseek-flash-latest | — | $0.035 | $0.290 | 1,048,576 | Details → |
| 21 | OpenAI: GPT Sol Latest~openai/gpt-sol-latest | — | $2.000 | $10.000 | 1,050,000 | Details → |
| 22 | OpenAI: GPT Terra Latest~openai/gpt-terra-latest | — | $2.000 | $12.000 | 1,050,000 | Details → |
| 23 | OpenAI: GPT Luna Latest~openai/gpt-luna-latest | — | $0.100 | $0.500 | 1,050,000 | Details → |
| 24 | Sakana: Fugu Maxsakana/fugu-max | — | $2.000 | $6.000 | 1,000,000 | Details → |
| 25 | inclusionAI: Ling 3.0 Flash VLinclusionai/ling-3.0-flash-vl | 39 1/5 | $0.021 | $0.062 | 262,144 | Details → |
| 26 | DeepSeek: DeepSeek V4.1 Flashdeepseek/deepseek-v4.1-flash | 66 1/5 | $0.035 | $0.290 | 1,048,576 | Details → |
| 27 | DeepSeek: DeepSeek V4.1 Flash (batch)deepseek/deepseek-v4.1-flash:batch | 66 1/5 | $0.112 | $0.336 | 1,048,576 | Details → |
| 28 | Qwen: Qwen3.8 Max (0902)qwen/qwen3.8-max-0902 | 77 1/5 | $2.000 | $6.000 | 1,000,000 | Details → |
| 29 | Meta: Muse Spark 1.3 Contributormeta/muse-spark-1.3-contributor | — | $0.100 | $0.200 | 1,048,576 | Details → |
| 30 | Meta: Muse Spark 1.3meta/muse-spark-1.3 | 82 1/5 | $1.250 | $4.250 | 1,048,576 | Details → |
| 31 | Google: Gemini 3.8 Flashgoogle/gemini-3.8-flash | 69 1/5 | $0.750 | $3.750 | 1,048,576 | Details → |
| 32 | Google: Gemini 3.8 Flash (batch)google/gemini-3.8-flash:batch | 69 1/5 | $0.375 | $1.875 | 1,048,576 | Details → |
| 33 | Z.ai: GLM Flash Latest~z-ai/glm-flash-latest | — | $0.045 | $0.140 | 1,310,720 | Details → |
| 34 | Qwen: Qwen3.8 Flashqwen/qwen3.8-flash | — | $0.150 | $0.470 | 1,000,000 | Details → |
| 35 | Z.ai: GLM 5.3 Flashz-ai/glm-5.3-flash | 71 1/5 | $0.045 | $0.140 | 1,310,720 | Details → |
| 36 | Z.ai: GLM 5.3 Flash (batch)z-ai/glm-5.3-flash:batch | 71 1/5 | $0.060 | $0.200 | 1,048,576 | Details → |
| 37 | Meta: Muse Spark 1.2 Contributormeta/muse-spark-1.2-contributor | — | $0.100 | $0.200 | 1,048,576 | Details → |
| 38 | DeepSeek: DeepSeek V4 Flash Vision Expdeepseek/deepseek-v4-flash-vision-exp | 58 1/5 | $0.216 | $0.647 | 1,048,576 | Details → |
| 39 | Qwen: Qwen3.8 27Bqwen/qwen3.8-27b | 56 1/5 | $0.420 | $3.000 | 1,000,000 | Details → |
| 40 | Qwen: Qwen3.8 27B (free)qwen/qwen3.8-27b:free | 56 1/5 | Free | Free | 262,144 | Details → |
| 41 | Google: Gemini 3.7 Flashgoogle/gemini-3.7-flash | 66 1/5 | $0.750 | $3.750 | 1,048,576 | Details → |
| 42 | Google: Gemini 3.7 Flash (batch)google/gemini-3.7-flash:batch | 66 1/5 | $0.375 | $1.875 | 1,048,576 | Details → |
| 43 | ByteDance Seed: Seed 2.1 Turbobytedance-seed/seed-2-1-turbo | — | $0.500 | $2.500 | 262,144 | Details → |
| 44 | ByteDance Seed: Seed-2.0-Codebytedance-seed/seed-2.0-code | — | $0.500 | $3.000 | 262,144 | Details → |
| 45 | SpaceXAI: Grok 4.6x-ai/grok-4.6 | 75 1/5 | $2.000 | $6.000 | 500,000 | Details → |
| 46 | Sakana: Sakana Namazusakana/sakana-namazu | — | $0.950 | $4.000 | 262,144 | Details → |
| 47 | Meta: Muse Spark 1.2meta/muse-spark-1.2 | 66 1/5 | $1.250 | $4.250 | 1,048,576 | Details → |
| 48 | Thinking Machines: Inkling Smallthinkingmachines/inkling-small | 44 1/5 | $0.450 | $1.200 | 524,288 | Details → |
| 49 | Qwen: Qwen3.7 Flashqwen/qwen3.7-flash | — | $0.030 | $0.130 | 1,000,000 | Details → |
| 50 | Anthropic: Claude Opus 5 (batch)anthropic/claude-opus-5:batch | 87 1/5 | $2.500 | $12.500 | 1,000,000 | Details → |