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Technique · reasoning

Chain-of-Thought Prompting

A prompting technique that elicits step-by-step reasoning by showing exemplars that include intermediate reasoning steps.

Origin: Google, 2022-01Read origin paper →Also known as: CoT, Chain of Thought
25
Products deploying
4y
Avg research → prod
4y
First commercial deploy

Deployment timeline

  1. Claude Opus 4.6

    Deployed 2026-02-16 · Velocity 4y

    Claude Opus demonstrates step-by-step reasoning in its responses, consistent with chain-of-thought prompting.

    high
  2. GPT-4o

    Deployed 2026-02-16 · Velocity 4y

    GPT-4o can be prompted to show step-by-step reasoning, a core CoT capability.

    high
  3. GPT-5

    Deployed 2026-02-16 · Velocity 4y

    GPT-5 can be prompted to show step-by-step reasoning, a core CoT capability.

    high
  4. GPT-5.2 Pro

    Deployed 2026-02-17 · Velocity 4y

    GPT-5.2 thinking mode is explicitly designed for step-by-step reasoning, a core CoT capability.

    high
  5. Claude 3

    Deployed 2026-02-18 · Velocity 4y

    Claude 3 exhibits strong chain-of-thought reasoning capabilities in its technical report.

    high
  6. Gemini 3 Pro

    Deployed 2026-02-19 · Velocity 4y

    Gemini 1.5 Pro can reason across text, images, audio, and video in a chain-of-thought style.

    high
  7. Gemini 3.1

    Deployed 2026-02-20 · Velocity 4y

    Gemini models are known to be prompted with chain-of-thought reasoning for complex tasks.

    medium
  8. Claude 3.5 Sonnet

    Deployed 2026-02-23 · Velocity 4y

    Claude 3.5 Sonnet demonstrates chain-of-thought reasoning in its outputs when solving complex problems.

    high
  9. Claude Sonnet 4.6

    Deployed 2026-02-25 · Velocity 4y

    Claude models are known for their strong reasoning capabilities, often producing step-by-step reasoning in responses.

    medium
  10. Claude Haiku 4.5

    Deployed 2026-02-25 · Velocity 4y

    Claude models are trained to produce step-by-step reasoning when appropriate, including in Haiku.

    high
  11. GPT-5.3

    Deployed 2026-02-26 · Velocity 4y

    GPT-5.3-Codex demonstrates step-by-step reasoning in autonomous software development tasks.

    medium
  12. Claude 4.5

    Deployed 2026-02-26 · Velocity 4y

    Claude 4.5 demonstrates step-by-step reasoning in complex tasks, showing chain-of-thought capabilities.

    high
  13. Gemini 3 Flash

    Deployed 2026-02-27 · Velocity 4y

    Gemini models are trained to reason step-by-step, and Gemini 1.5 Flash was shown to use chain-of-thought reasoning in its technical report.

    high
  14. GPT-OSS-120B

    Deployed 2026-03-02 · Velocity 4y

    GPT-OSS-120B is a reasoning model that pushes the frontier of accuracy, implying it uses step-by-step reasoning techniques.

    medium
  15. Grok 4.20

    Deployed 2026-03-02 · Velocity 4y

    Grok is capable of step-by-step reasoning and can be prompted to show its work.

    medium
  16. Kimi K2.5

    Deployed 2026-03-04 · Velocity 4y

    Kimi K2.5 demonstrates step-by-step reasoning in its responses, a hallmark of chain-of-thought prompting.

    medium
  17. Gemini 3.1 Flash-Lite

    Deployed 2026-03-05 · Velocity 4y

    Gemini models are trained to reason step-by-step, and Gemini 1.5 Flash and Pro can be prompted to show their reasoning.

    high
  18. DeepSeek-R1

    Deployed 2026-03-17 · Velocity 4y

    DeepSeek-R1 is a reasoning model that generates step-by-step reasoning traces.

    high
  19. Claude 3.5 Opus

    Deployed 2026-03-18 · Velocity 4y

    Claude 3.5 Sonnet (same family) demonstrates chain-of-thought reasoning in technical report examples.

    high
  20. GLM-5.1

    Deployed 2026-03-21 · Velocity 4y

    GLM-5.1 demonstrates chain-of-thought reasoning capabilities in examples.

    medium
  21. Qwen 3.6

    Deployed 2026-03-31 · Velocity 4y

    Qwen 3.6 demonstrates strong reasoning capabilities, including step-by-step reasoning.

    high
  22. GPT-5.4-Cyber

    Deployed 2026-04-16 · Velocity 4y

    GPT-4 can generate step-by-step reasoning when prompted appropriately, a core CoT capability.

    high
  23. GPT-Rosalind

    Deployed 2026-04-16 · Velocity 4y

    GPT-Rosalind uses chain-of-thought prompting to solve biology problems step-by-step.

    high
  24. Claude Opus 4.7

    Deployed 2026-04-16 · Velocity 4y

    Claude Opus 4.7 is described as a 'frontier reasoning model' with 'xhigh thinking effort', which inherently implies step-by-step reasoning capabilities.

    high
  25. Kimi K2.6

    Deployed 2026-04-20 · Velocity 4y

    Kimi K2.6 is built for long-horizon agentic coding with step-by-step reasoning capabilities.

    high