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  • Quickstart
    • 🧭Documentation Map
    • Setting Up
    • Supported SDKs
  • API REFERENCES
    • 📒All Model IDs
    • Text Models (LLM)
      • AI21 Labs
        • jamba-1-5-mini
      • Alibaba Cloud
        • qwen-max
        • qwen-plus
        • qwen-turbo
        • Qwen2-72B-Instruct
        • Qwen2.5-7B-Instruct-Turbo
        • Qwen2.5-72B-Instruct-Turbo
        • Qwen2.5-Coder-32B-Instruct
        • Qwen-QwQ-32B
      • Anthracite
        • magnum-v4
      • Anthropic
        • Claude 3 Haiku
        • Claude 3.5 Haiku
        • Claude 3 Opus
        • Claude 3 Sonnet
        • Claude 3.5 Sonnet
        • Claude 3.7 Sonnet
      • Cohere
        • command-r-plus
      • DeepSeek
        • DeepSeek V3
        • DeepSeek R1
      • Google
        • gemini-pro
        • gemini-1.5-flash
        • gemini-1.5-pro
        • gemini-2.0-flash-exp
        • gemini-2.0-flash-thinking-exp-01-21
        • gemini-2.0-flash
        • gemini-2.5-pro-exp
        • gemini-2.5-pro-preview
        • gemma-2
        • gemma-3
      • Gryphe
        • MythoMax-L2-13b-Lite
      • Meta
        • Llama-3-chat-hf
        • Llama-3-8B-Instruct-Lite
        • Llama-3.1-8B-Instruct-Turbo
        • Llama-3.1-70B-Instruct-Turbo
        • Llama-3.1-405B-Instruct-Turbo
        • Llama-3.2-11B-Vision-Instruct-Turbo
        • Llama-3.2-90B-Vision-Instruct-Turbo
        • Llama-Vision-Free
        • Llama-3.2-3B-Instruct-Turbo
        • Llama-3.3-70B-Instruct-Turbo
        • Llama-4-scout
        • Llama-4-maverick
      • MiniMax
        • text-01
        • abab6.5s-chat
      • Mistral AI
        • codestral-2501
        • mistral-nemo
        • mistral-tiny
        • Mistral-7B-Instruct
        • Mixtral-8x22B-Instruct
        • Mixtral-8x7B-Instruct
      • NVIDIA
        • Llama-3.1-Nemotron-70B-Instruct-HF
        • llama-3.1-nemotron-70b
      • NeverSleep
        • llama-3.1-lumimaid
      • NousResearch
        • Nous-Hermes-2-Mixtral-8x7B-DPO
      • OpenAI
        • gpt-3.5-turbo
        • gpt-4
        • gpt-4-preview
        • gpt-4-turbo
        • gpt-4o
        • gpt-4o-mini
        • gpt-4o-audio-preview
        • gpt-4o-mini-audio-preview
        • gpt-4o-search-preview
        • gpt-4o-mini-search-preview
        • o1
        • o1-mini
        • o1-preview
        • o3-mini
        • gpt-4.5-preview
        • gpt-4.1
        • gpt-4.1-mini
        • gpt-4.1-nano
      • xAI
        • grok-beta
        • grok-3-beta
        • grok-3-mini-beta
    • Image Models
      • Flux
        • flux-pro
        • flux-pro/v1.1
        • flux-pro/v1.1-ultra
        • flux-realism
        • flux/dev
        • flux/dev/image-to-image
        • flux/schnell
      • Google
        • imagen-3.0
      • OpenAI
        • dall-e-2
        • dall-e-3
      • RecraftAI
        • recraft-v3
      • Stability AI
        • stable-diffusion-v3-medium
        • stable-diffusion-v35-large
    • Video Models
      • Alibaba Cloud
        • Wan 2.1 (Text-to-Video)
      • Google
        • Veo2 (Image-to-Video)
        • Veo2 (Text-to-Video)
      • Kling AI
        • v1-standard/image-to-video
        • v1-standard/text-to-video
        • v1-pro/image-to-video
        • v1-pro/text-to-video
        • v1.6-standard/text-to-video
        • v1.6-standart/image-to-video
        • v1.6-pro/image-to-video
        • v1.6-pro/text-to-video
      • Luma AI
        • Text-to-Video v2
        • Text-to-Video v1 (legacy)
      • MiniMax
        • video-01
        • video-01-live2d
      • Runway
        • gen3a_turbo
        • gen4_turbo
    • Music Models
      • MiniMax
        • minimax-music [legacy]
        • music-01
      • Stability AI
        • stable-audio
    • Voice/Speech Models
      • Speech-to-Text
        • stt [legacy]
        • Deepgram
          • nova-2
        • OpenAI
          • whisper-base
          • whisper-large
          • whisper-medium
          • whisper-small
          • whisper-tiny
      • Text-to-Speech
        • Deepgram
          • aura
    • Content Moderation Models
      • Meta
        • Llama-Guard-3-11B-Vision-Turbo
        • LlamaGuard-2-8b
        • Meta-Llama-Guard-3-8B
    • 3D-Generating Models
      • Stability AI
        • triposr
    • Vision Models
      • Image Analysis
      • OCR: Optical Character Recognition
        • Google
          • Google OCR
        • Mistral AI
          • mistral-ocr-latest
      • OFR: Optical Feature Recognition
    • Embedding Models
      • Anthropic
        • voyage-2
        • voyage-code-2
        • voyage-finance-2
        • voyage-large-2
        • voyage-large-2-instruct
        • voyage-law-2
        • voyage-multilingual-2
      • BAAI
        • bge-base-en
        • bge-large-en
      • Google
        • textembedding-gecko
        • text-multilingual-embedding-002
      • OpenAI
        • text-embedding-3-large
        • text-embedding-3-small
        • text-embedding-ada-002
      • Together AI
        • m2-bert-80M-retrieval
  • Solutions
    • Bagoodex
      • AI Search Engine
        • Find Links
        • Find Images
        • Find Videos
        • Find the Weather
        • Find a Local Map
        • Get a Knowledge Structure
    • OpenAI
      • Assistants
        • Assistant API
        • Thread API
        • Message API
        • Run and Run Step API
        • Events
  • Use Cases
  • Capabilities
    • Completion and Chat Completion
    • Code Generation
    • Function Calling
    • Thinking / Reasoning
    • Vision in Text Models (Image-To-Text)
    • Web Search
    • Features of Anthropic Models
    • Model comparison
  • FAQ
    • Can I use API in Python?
    • Can I use API in NodeJS?
    • What are the Pro Models?
    • How to use the Free Tier?
    • Are my requests cropped?
    • Can I call API in the asynchronous mode?
    • OpenAI SDK doesn't work?
  • Errors and Messages
    • General Info
    • Errors with status code 4xx
    • Errors with status code 5xx
  • Glossary
    • Concepts
  • Integrations
    • 🧩Our Integration List
    • Langflow
    • LiteLLM
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On this page
  • Overview
  • Models That Support Thinking / Reasoning Mode
  • Anthropic
  • OpenAI and other vendors
  1. Capabilities

Thinking / Reasoning

Overview

Some text models support advanced reasoning mode, enabling them to perform multi-step problem solving, draw inferences, and follow complex instructions. This makes them well-suited for tasks like code generation, data analysis, and answering questions that require understanding context or logic.

Models That Support Thinking / Reasoning Mode

Anthropic

Special parameters, such as thinking in Claude models, provide transparency into the model’s step-by-step reasoning process before it gives its final answer.

Supported models:

  • claude-3-haiku-20240307

  • claude-3-opus-20240229

  • claude-3-sonnet-20240229

  • claude-3-5-haiku-20241022

  • claude-3-5-sonnet-20240620

  • claude-3-5-sonnet-20241022

  • anthropic/claude-3.7-sonnet

  • claude-3-7-sonnet-latest

OpenAI and other vendors

The standard way to control reasoning behavior in OpenAI models—and in some models from other providers—is through the reasoning_effort parameter, which tells the model how much internal reasoning it should perform before responding to the prompt.

Accepted values are low, medium, and high. Lower levels prioritize speed and efficiency, while higher levels provide deeper reasoning at the cost of increased token usage and latency. The default is medium, offering a balance between performance and quality.

Supported models:

  • o1

  • o1-mini

  • o1-mini-2024-09-12

  • o1-preview

  • o1-preview-2024-09-12

  • o3-mini

  • chatgpt-4o-latest

  • gpt-3.5-turbo

  • gpt-3.5-turbo-0125

  • gpt-3.5-turbo-1106

  • gpt-4

  • gpt-4-0125-preview

  • gpt-4-1106-preview

  • gpt-4-turbo

  • gpt-4-turbo-2024-04-09

  • gpt-4o

  • gpt-4o-2024-05-13

  • gpt-4o-2024-08-06

  • gpt-4o-mini

  • gpt-4o-mini-2024-07-18

  • gpt-4o-audio-preview

  • gpt-4o-mini-audio-preview

  • gpt-4o-search-preview

  • gpt-4o-mini-search-preview

  • gpt-4.5-preview

  • openai/gpt-4.1-2025-04-14

  • openai/gpt-4.1-mini-2025-04-14

  • openai/gpt-4.1-nano-2025-04-14

  • deepseek-chat

  • deepseek/deepseek-chat

  • deepseek/deepseek-chat-v3-0324

  • deepseek-reasoner

  • deepseek/deepseek-r1

  • qwen-max

  • qwen-max-2025-01-25

  • qwen-plus

  • qwen-turbo

  • google/gemma-3-1b-it

  • google/gemma-3-4b-it

  • google/gemma-3-12b-it

  • google/gemma-3-27b-it

  • mistralai/codestral-2501

  • mistralai/mistral-nemo

  • mistralai/mistral-tiny

  • cohere/command-r-plus

  • anthracite-org/magnum-v4-72b

  • nvidia/llama-3.1-nemotron-70b-instruct

  • ai21/jamba-1-5-mini

  • neversleep/llama-3.1-lumimaid-70b

  • x-ai/grok-beta

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Last updated 2 months ago