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 2026-10-22), or query it live via the API.
| # | Model | Score | In / 1M | Out / 1M | Context | |
|---|---|---|---|---|---|---|
| 1 | MiniMax: MiniMax M3.1 Flash (free) NEWminimax/minimax-m3.1-flash:free | — | Free | Free | 1,000,000 | Details → |
| 2 | DeepSeek: DeepSeek V4.1 Flash 1017 NEWdeepseek/deepseek-v4.1-flash-1017 | 76 1/5 | $0.150 | $0.600 | 1,048,576 | Details → |
| 3 | Elorian: Glimpse NEWelorian/glimpse | — | $0.600 | $3.000 | 262,144 | Details → |
| 4 | Meta: Muse Spark Open NEWmeta/muse-spark-open | 64 1/5 | $1.250 | $4.250 | 1,048,576 | Details → |
| 5 | NVIDIA: Nemotron 3.5 Super VL NEWnvidia/nemotron-3.5-super-vl | 40 1/5 | $0.150 | $0.500 | 1,048,576 | Details → |
| 6 | NVIDIA: Nemotron 3.5 Super VL (free) NEWnvidia/nemotron-3.5-super-vl:free | 40 1/5 | Free | Free | 1,000,000 | Details → |
| 7 | Google: Gemini 4 Argon NEWgoogle/gemini-4-argon | 90 1/5 | $2.000 | $10.000 | 1,048,576 | Details → |
| 8 | Google: Gemini 4 Argon (batch) NEWgoogle/gemini-4-argon:batch | 90 1/5 | $1.000 | $5.000 | 1,048,576 | Details → |
| 9 | Meta: Muse Wonder NEWmeta/muse-wonder | 90 1/5 | $4.000 | $20.000 | 1,048,576 | Details → |
| 10 | StepFun: Step 5 Preview NEWstepfun/step-5-preview | 73 1/5 | $1.000 | $2.700 | 1,048,576 | Details → |
| 11 | Anthropic: Claude Haiku 5.5anthropic/claude-haiku-5.5 | 73 1/5 | $0.100 | $0.500 | 1,000,000 | Details → |
| 12 | Anthropic: Claude Haiku 5.5 (batch)anthropic/claude-haiku-5.5:batch | 73 1/5 | $0.050 | $0.250 | 1,000,000 | Details → |
| 13 | Mistral: Mistral Large 4mistralai/mistral-large-4-0 | — | $1.360 | $4.180 | 1,048,576 | Details → |
| 14 | OpenAI: GPT-6.1 Sol Proopenai/gpt-6.1-sol-pro | — | $2.000 | $10.000 | 1,050,000 | Details → |
| 15 | OpenAI: GPT-6.1 Sol Pro (batch)openai/gpt-6.1-sol-pro:batch | — | $1.000 | $5.000 | 1,050,000 | Details → |
| 16 | OpenAI: GPT-6.1 Solopenai/gpt-6.1-sol | 89 1/5 | $2.000 | $10.000 | 1,050,000 | Details → |
| 17 | OpenAI: GPT-6.1 Sol (batch)openai/gpt-6.1-sol:batch | 89 1/5 | $1.000 | $5.000 | 1,050,000 | Details → |
| 18 | Anthropic: Claude Sonnet 5.5anthropic/claude-sonnet-5.5 | 97 1/5 | $2.000 | $10.000 | 1,000,000 | Details → |
| 19 | Anthropic: Claude Sonnet 5.5 (batch)anthropic/claude-sonnet-5.5:batch | 97 1/5 | $1.000 | $5.000 | 1,000,000 | Details → |
| 20 | Qwen: Qwen3.8 Max Primeqwen/qwen3.8-max-prime | — | $4.000 | $12.000 | 1,000,000 | Details → |
| 21 | Cohere: Command A+cohere/command-a-plus | 14 1/5 | $0.300 | $1.500 | 192,000 | Details → |
| 22 | OpenAI: GPT-6 Luna Proopenai/gpt-6-luna-pro | — | $0.100 | $0.500 | 1,050,000 | Details → |
| 23 | OpenAI: GPT-6 Luna Pro (batch)openai/gpt-6-luna-pro:batch | — | $0.050 | $0.250 | 1,050,000 | Details → |
| 24 | OpenAI: GPT-6 Lunaopenai/gpt-6-luna | 62 1/5 | $0.100 | $0.500 | 1,050,000 | Details → |
| 25 | OpenAI: GPT-6 Luna (batch)openai/gpt-6-luna:batch | 62 1/5 | $0.050 | $0.250 | 1,050,000 | Details → |
| 26 | OpenAI: GPT-6 Sol Proopenai/gpt-6-sol-pro | — | $2.000 | $10.000 | 1,050,000 | Details → |
| 27 | OpenAI: GPT-6 Sol Pro (batch)openai/gpt-6-sol-pro:batch | — | $1.000 | $5.000 | 1,050,000 | Details → |
| 28 | OpenAI: GPT-6 Solopenai/gpt-6-sol | — | $2.000 | $10.000 | 1,050,000 | Details → |
| 29 | OpenAI: GPT-6 Sol (batch)openai/gpt-6-sol:batch | — | $1.000 | $5.000 | 1,050,000 | Details → |
| 30 | Anthropic: Claude Opus 5.5 (batch)anthropic/claude-opus-5.5:batch | 100 1/5 | $2.000 | $10.000 | 1,000,000 | Details → |
| 31 | Xiaomi: MiMo-V2.6-Pro-UltraSpeedxiaomi/mimo-v2.6-pro-ultraspeed | — | $4.350 | $8.700 | 1,048,576 | Details → |
| 32 | Xiaomi: MiMo-V2.6-Flashxiaomi/mimo-v2.6-flash | 62 1/5 | $0.140 | $0.280 | 1,050,000 | Details → |
| 33 | Xiaomi: MiMo-V2.6-Proxiaomi/mimo-v2.6-pro | 78 1/5 | $0.435 | $0.870 | 1,050,000 | Details → |
| 34 | SpaceXAI: Grok 4.7x-ai/grok-4.7 | 78 1/5 | $2.000 | $6.000 | 500,000 | Details → |
| 35 | Qwen: Qwen3.8 Omni Flashqwen/qwen3.8-omni-flash | — | $0.150 | $0.470 | 1,000,000 | Details → |
| 36 | PrismML: Ternary Bonsai 2 27Bprism-ml/ternary-bonsai-2-27b | — | $0.075 | $0.500 | 262,144 | Details → |
| 37 | Z.ai: GLM 5.3 FlashXz-ai/glm-5.3-flashx | — | $0.370 | $1.250 | 1,048,576 | Details → |
| 38 | DeepSeek: DeepSeek Flash Latest~deepseek/deepseek-flash-latest | — | $0.070 | $0.500 | 1,048,576 | Details → |
| 39 | OpenAI: GPT Sol Latest~openai/gpt-sol-latest | — | $2.000 | $10.000 | 1,050,000 | Details → |
| 40 | OpenAI: GPT Terra Latest~openai/gpt-terra-latest | — | $2.000 | $12.000 | 1,050,000 | Details → |
| 41 | OpenAI: GPT Luna Latest~openai/gpt-luna-latest | — | $0.100 | $0.500 | 1,050,000 | Details → |
| 42 | Sakana: Fugu Maxsakana/fugu-max | — | $2.000 | $6.000 | 1,000,000 | Details → |
| 43 | inclusionAI: Ling 3.0 Flash VLinclusionai/ling-3.0-flash-vl | 36 1/5 | $0.060 | $0.180 | 131,072 | Details → |
| 44 | DeepSeek: DeepSeek V4.1 Flashdeepseek/deepseek-v4.1-flash | — | $0.300 | $1.200 | 1,048,576 | Details → |
| 45 | DeepSeek: DeepSeek V4.1 Flash (batch)deepseek/deepseek-v4.1-flash:batch | — | $0.050 | $0.150 | 1,048,576 | Details → |
| 46 | Nex AGI: Nex-N2.5-Pronex-agi/nex-n2.5-pro | — | $0.075 | $0.250 | 262,144 | Details → |
| 47 | Qwen: Qwen3.8 Max (0902)qwen/qwen3.8-max-0902 | 76 1/5 | $2.000 | $6.000 | 1,000,000 | Details → |
| 48 | Meta: Muse Spark 1.3 Contributormeta/muse-spark-1.3-contributor | — | $0.100 | $0.200 | 1,048,576 | Details → |
| 49 | Meta: Muse Spark 1.3meta/muse-spark-1.3 | — | $1.250 | $4.250 | 1,048,576 | Details → |
| 50 | Google: Gemini 3.8 Flashgoogle/gemini-3.8-flash | 68 1/5 | $0.825 | $4.125 | 1,048,576 | Details → |