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GPT 5.1 Codex Max vs Muse Wonder

At a glance

Extended-context coding model for large codebase operations.

400K ctx$1.25/$10.00 per M

Meta's frontier reasoning model for complex personal and professional agentic tasks.

1.0M ctx$4.00/$20.00 per M
Demos
All demos

No shared demos for these models yet.

AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
Reasoning
CodingInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:Epoch AI·OpenRouter· as of 2026-10-02
Cheaper57%
Agentic
Terminal Tasks60.4%Task Horizon3.7h
Reasoning
CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:OpenRouter
Agentic
Terminal Tasks—Task Horizon—
Specs
400K
Context
128K
Max output
Dec 2025
Released
1.0M
Context
256K
Max output
Oct 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input69%$1.25/M tokens
Output50%$10.00/M tokens
Cache read37%$0.13/M tokens
Web search$0.01/search
Live pricing, shown before you run
Input$4.00/M tokens
Output$20.00/M tokens
Cache read$0.20/M tokens
Web search75%$0.003/search
Chat with GPT 5.1 Codex MaxGo to model
Chat with Muse WonderGo to model
Frequently Asked Questions: GPT 5.1 Codex Max vs Muse Wonder▼

Which is better, GPT 5.1 Codex Max or Muse Wonder?

▼

Both GPT 5.1 Codex Max and Muse Wonder are capable AI models. The best choice depends on your specific use case: consider pricing, context window, speed, and which capabilities (vision, reasoning, audio) you need.

Which is cheaper, GPT 5.1 Codex Max or Muse Wonder?

▼

GPT 5.1 Codex Max has a lower blended cost. GPT 5.1 Codex Max: $1.25 input / $10.00 output. Muse Wonder: $4.00 input / $20.00 output.

Which has a larger context window, GPT 5.1 Codex Max or Muse Wonder?

▼

Muse Wonder has a larger context window: GPT 5.1 Codex Max supports 400K tokens vs Muse Wonder at 1M tokens.

Do both GPT 5.1 Codex Max and Muse Wonder support vision?

▼

Yes, both GPT 5.1 Codex Max and Muse Wonder support vision/image input.

What are the key differences between GPT 5.1 Codex Max and Muse Wonder?

▼

Key differences: GPT 5.1 Codex Max is significantly cheaper. Compare full specs on this page.

Which model should I choose for my use case?

▼

If cost is your priority, choose the cheaper option. If you need the highest intelligence for complex tasks, pick the higher-scoring model. For long documents or codebases, choose the larger context window. You can try both GPT 5.1 Codex Max and Muse Wonder for free on idapt.app to see which performs better for your specific needs.

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