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 2026-09-07), or query it live via the API.
| # | Model | Score | In / 1M | Out / 1M | Context | |
|---|---|---|---|---|---|---|
| 1 | Qwen: Qwen3.8 Max (0902) NEWqwen/qwen3.8-max-0902 | 89 3/5 | $2.000 | $6.000 | 1,000,000 | Details → |
| 2 | Meta: Muse Spark 1.3 Contributor NEWmeta/muse-spark-1.3-contributor | — | $0.100 | $0.200 | 1,048,576 | Details → |
| 3 | Meta: Muse Spark 1.3 NEWmeta/muse-spark-1.3 | 96 3/5 | $1.250 | $4.250 | 1,048,576 | Details → |
| 4 | Google: Gemini 3.8 Flash NEWgoogle/gemini-3.8-flash | 84 3/5 | $0.750 | $3.750 | 1,048,576 | Details → |
| 5 | Google: Gemini 3.8 Flash (batch) NEWgoogle/gemini-3.8-flash:batch | 84 3/5 | $0.375 | $1.875 | 1,048,576 | Details → |
| 6 | Z.ai: GLM Flash Latest NEW~z-ai/glm-flash-latest | — | $0.075 | $0.250 | 1,310,720 | Details → |
| 7 | Qwen: Qwen3.8 Flash NEWqwen/qwen3.8-flash | — | $0.150 | $0.470 | 1,000,000 | Details → |
| 8 | Z.ai: GLM 5.3 Flash NEWz-ai/glm-5.3-flash | 89 3/5 | $0.075 | $0.250 | 1,310,720 | Details → |
| 9 | Z.ai: GLM 5.3 Flash (batch) NEWz-ai/glm-5.3-flash:batch | 89 3/5 | $0.150 | $0.500 | 1,048,575 | Details → |
| 10 | Meta: Muse Spark 1.2 Contributormeta/muse-spark-1.2-contributor | — | $0.100 | $0.200 | 1,048,576 | Details → |
| 11 | DeepSeek: DeepSeek V4 Flash Vision Expdeepseek/deepseek-v4-flash-vision-exp | 83 3/5 | $0.220 | $0.660 | 1,048,576 | Details → |
| 12 | Qwen: Qwen3.8 27Bqwen/qwen3.8-27b | 83 3/5 | $0.420 | $3.000 | 1,000,000 | Details → |
| 13 | Google: Gemini 3.7 Flashgoogle/gemini-3.7-flash | 81 3/5 | $0.750 | $3.750 | 1,048,576 | Details → |
| 14 | Google: Gemini 3.7 Flash (batch)google/gemini-3.7-flash:batch | 81 3/5 | $0.375 | $1.875 | 1,048,576 | Details → |
| 15 | ByteDance Seed: Seed 2.1 Turbobytedance-seed/seed-2-1-turbo | — | $0.500 | $2.500 | 262,144 | Details → |
| 16 | ByteDance Seed: Seed-2.0-Codebytedance-seed/seed-2.0-code | — | $0.500 | $3.000 | 262,144 | Details → |
| 17 | SpaceXAI: Grok 4.6x-ai/grok-4.6 | 93 3/5 | $2.000 | $6.000 | 500,000 | Details → |
| 18 | Sakana: Sakana Namazusakana/sakana-namazu | — | $0.950 | $4.000 | 262,144 | Details → |
| 19 | Meta: Muse Spark 1.2meta/muse-spark-1.2 | 86 3/5 | $1.250 | $4.250 | 1,048,576 | Details → |
| 20 | Thinking Machines: Inkling Smallthinkingmachines/inkling-small | 61 3/5 | $0.450 | $1.200 | 1,048,576 | Details → |
| 21 | Thinking Machines: Inkling Small (batch)thinkingmachines/inkling-small:batch | 61 3/5 | $0.500 | $1.200 | 524,288 | Details → |
| 22 | Qwen: Qwen3.7 Flashqwen/qwen3.7-flash | — | $0.030 | $0.130 | 1,000,000 | Details → |
| 23 | Claude Opus 5 (batch)anthropic/claude-opus-5:batch | 97 3/5 | $2.500 | $12.500 | 1,000,000 | Details → |
| 24 | inclusionAI: Ling 3.0 Flashinclusionai/ling-3.0-flash | 55 3/5 | $0.021 | $0.063 | 262,144 | Details → |
| 25 | Google: Gemini 3.6 Flashgoogle/gemini-3.6-flash | 74 3/5 | $0.750 | $3.750 | 1,048,576 | Details → |
| 26 | Google: Gemini 3.6 Flash (batch)google/gemini-3.6-flash:batch | 74 3/5 | $0.375 | $1.875 | 1,048,576 | Details → |
| 27 | Google: Gemini 3.5 Flash Litegoogle/gemini-3.5-flash-lite | 52 3/5 | $0.300 | $2.500 | 1,048,576 | Details → |
| 28 | Google: Gemini 3.5 Flash Lite (batch)google/gemini-3.5-flash-lite:batch | 52 3/5 | $0.150 | $1.250 | 1,048,576 | Details → |
| 29 | Thinking Machines: Inklingthinkingmachines/inkling | 60 3/5 | $1.000 | $4.050 | 1,048,576 | Details → |
| 30 | Thinking Machines: Inkling (batch)thinkingmachines/inkling:batch | 60 3/5 | $1.000 | $4.050 | 524,288 | Details → |
| 31 | MoonshotAI: Kimi K3moonshotai/kimi-k3 | 92 3/5 | $3.000 | $15.000 | 1,048,576 | Details → |
| 32 | MoonshotAI: Kimi K3 (batch)moonshotai/kimi-k3:batch | 92 3/5 | $3.000 | $15.000 | 1,048,576 | Details → |
| 33 | Meta: Muse Spark 1.1meta/muse-spark-1.1 | 73 3/5 | $1.250 | $4.250 | 1,048,576 | Details → |
| 34 | OpenAI: GPT-5.6 Luna Proopenai/gpt-5.6-luna-pro | — | $0.200 | $1.200 | 1,050,000 | Details → |
| 35 | OpenAI: GPT-5.6 Luna Pro (batch)openai/gpt-5.6-luna-pro:batch | — | $0.100 | $0.600 | 1,050,000 | Details → |
| 36 | OpenAI: GPT-5.6 Lunaopenai/gpt-5.6-luna | 82 3/5 | $0.200 | $1.200 | 1,050,000 | Details → |
| 37 | OpenAI: GPT-5.6 Luna (batch)openai/gpt-5.6-luna:batch | 82 3/5 | $0.100 | $0.600 | 1,050,000 | Details → |
| 38 | OpenAI: GPT-5.6 Terra Proopenai/gpt-5.6-terra-pro | — | $2.000 | $12.000 | 1,050,000 | Details → |
| 39 | OpenAI: GPT-5.6 Terra Pro (batch)openai/gpt-5.6-terra-pro:batch | — | $1.000 | $6.000 | 1,050,000 | Details → |
| 40 | OpenAI: GPT-5.6 Terraopenai/gpt-5.6-terra | 86 3/5 | $2.000 | $12.000 | 1,050,000 | Details → |
| 41 | OpenAI: GPT-5.6 Terra (batch)openai/gpt-5.6-terra:batch | 86 3/5 | $1.000 | $6.000 | 1,050,000 | Details → |
| 42 | OpenAI: GPT-5.6 Sol Proopenai/gpt-5.6-sol-pro | — | $2.000 | $10.000 | 1,050,000 | Details → |
| 43 | OpenAI: GPT-5.6 Sol Pro (batch)openai/gpt-5.6-sol-pro:batch | — | $1.000 | $5.000 | 1,050,000 | Details → |
| 44 | OpenAI: GPT-5.6 Solopenai/gpt-5.6-sol | 92 3/5 | $2.000 | $10.000 | 1,050,000 | Details → |
| 45 | OpenAI: GPT-5.6 Sol (batch)openai/gpt-5.6-sol:batch | 92 3/5 | $1.000 | $5.000 | 1,050,000 | Details → |
| 46 | SpaceXAI: Grok 4.5x-ai/grok-4.5 | 84 3/5 | $2.000 | $6.000 | 500,000 | Details → |
| 47 | xAI: Grok Latest~x-ai/grok-latest | 2 1/5 | $2.000 | $6.000 | 500,000 | Details → |
| 48 | Anthropic: Claude Sonnet 5anthropic/claude-sonnet-5 | 85 3/5 | $2.000 | $10.000 | 1,000,000 | Details → |
| 49 | Anthropic: Claude Sonnet 5 (batch)anthropic/claude-sonnet-5:batch | 85 3/5 | $1.000 | $5.000 | 1,000,000 | Details → |
| 50 | Nex AGI: Nex-N2-Mininex-agi/nex-n2-mini | — | $0.025 | $0.100 | 262,144 | Details → |