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One model ladder: Claude and GPT

← Learning Atlas · Path 4 of 28 · Compare the Claude and GPT model families rung by rung, from Haiku and Luna up to Fable and Astra, and see where Claude Code and Codex CLI fit on top.

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  1. Step 1: Anthropic

    Why this matters here

    Start with Anthropic so the learner can place the Claude family with its provider before comparing capability tiers.

    In short

    An AI safety and research company that develops the Claude family of large language models. They focus on building helpful, harmless, and honest AI systems.

    Full definition of Anthropic →

    Next: OpenAI ↓

  2. Step 2: OpenAI

    Why this matters here

    OpenAI adds the second provider, making clear that the ladder compares equivalent roles across two model families.

    In short

    A leading AI research and deployment company that created the GPT family of models and ChatGPT. They provide highly capable generalized models via API.

    Full definition of OpenAI →

    Next: Claude (model family) ↓

  3. Step 3: Claude (model family)

    Why this matters here

    Claude groups Anthropic's tiers under one family before the individual capability steps begin.

    In short

    A family of large language models developed by Anthropic, heavily utilized for coding, agentic orchestration, and complex analysis due to their deep reasoning capabilities.

    Full definition of Claude (model family) →

    Next: GPT (model family) ↓

  4. Step 4: GPT (model family)

    Why this matters here

    GPT provides the parallel OpenAI family so the learner can follow its tiers on the same capability ladder.

    In short

    The foundational series of large language models created by OpenAI, driving ChatGPT and widely integrated into developer tools and enterprise APIs.

    Full definition of GPT (model family) →

    Next: Haiku ↓

  5. Step 5: Haiku

    Why this matters here

    Haiku starts the capability sequence as the lightweight Claude tier for routine work.

    In short

    The fastest, most compact model in the Claude family, designed for near-instant execution of high-volume, low-latency tasks.

    Full definition of Haiku →

    Next: Luna ↓

  6. Step 6: Luna

    Why this matters here

    Luna shares the lightweight rung, showing the comparable GPT tier alongside Haiku.

    In short

    OpenAI's small GPT tier, suited to quick, routine tasks where responsiveness and efficient use of a token budget matter most.

    Full definition of Luna →

    Next: Sonnet ↓

  7. Step 7: Sonnet

    Why this matters here

    Sonnet raises the ladder to a more capable Claude tier for work that needs a stronger balance of speed and depth.

    In short

    The balanced middle tier of the Claude model family. It is widely considered the sweet spot for agentic coding and general enterprise workloads.

    Full definition of Sonnet →

    Next: Sol ↓

  8. Step 8: Sol

    Why this matters here

    Sol is the corresponding GPT step, keeping the comparison focused on capability rather than provider preference.

    In short

    OpenAI's middle GPT tier, balancing capability and speed for coding, analysis, and agent work that is more involved than routine requests.

    Full definition of Sol →

    Next: Opus ↓

  9. Step 9: Opus

    Why this matters here

    Opus introduces the next higher Claude tier for difficult work that needs deeper reasoning.

    In short

    A high-capability model in the Claude family, one tier below Fable, designed to handle highly complex, cognitively demanding tasks.

    Full definition of Opus →

    Next: Astra ↓

  10. Step 10: Astra

    Why this matters here

    Astra supplies the matching higher GPT tier before the ladder reaches its highest Claude tier.

    In short

    OpenAI's frontier GPT tier, intended for the most demanding coding, analysis, and multi-step reasoning work in the GPT ladder.

    Full definition of Astra →

    Next: Fable ↓

  11. Step 11: Fable

    Why this matters here

    Fable completes the capability ladder as the highest Claude tier in this comparison.

    In short

    The frontier-class model in the Claude family, representing the highest tier of intelligence and reasoning capability.

    Full definition of Fable →

    Next: Claude Code ↓

  12. Step 12: Claude Code

    Why this matters here

    Claude Code shows how a Claude model becomes a coding agent that can work with project files and tools.

    In short

    An autonomous agentic coding assistant built by Anthropic that operates directly within the terminal to read codebases, edit files, and execute commands.

    Full definition of Claude Code →

    Next: Codex CLI ↓

  13. Step 13: Codex CLI

    Why this matters here

    Codex CLI completes the path with the corresponding terminal coding-agent experience for GPT models.

    In short

    An official terminal-based AI coding agent from OpenAI that reads local repositories, edits files, and executes commands autonomously.

    Full definition of Codex CLI →

    Continue with Retrieval memory for long-context work →