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GPT 5.1 Codex Max vs Nemotron 3 Ultra

At a glance

Extended-context coding model for large codebase operations.

400K ctx$1.25/$10.00 per M

NVIDIA's open frontier reasoning model for orchestration, coding, and deep research.

203K ctx$0.60/$2.40 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
Reasoning & Knowledge
Graduate Science—
Math
Competition Math—
Agentic
Terminal Tasks60.4%Task Horizon3.7h
Reasoning
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch AI·OpenRouter· as of 2026-10-02
Cheaper69%
Reasoning & Knowledge
Graduate Science85.4%
Math
Competition Math86.7%
Agentic
Terminal Tasks—Task Horizon—
Specs
400K
Context
128K
Max output
Dec 2025
Released
203K
Context
101K
Max output
Jun 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input$1.25/M tokens
Output$10.00/M tokens
Cache read$0.13/M tokens
Web search$0.01/search
Live pricing, shown before you run
Input52%$0.60/M tokens
Output76%$2.40/M tokens
Cache read4%$0.12/M tokens
Chat with GPT 5.1 Codex MaxGo to model
Chat with Nemotron 3 UltraGo to model
Frequently Asked Questions: GPT 5.1 Codex Max vs Nemotron 3 Ultra▼

Which is better, GPT 5.1 Codex Max or Nemotron 3 Ultra?

▼

Both GPT 5.1 Codex Max and Nemotron 3 Ultra 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 Nemotron 3 Ultra?

▼

Nemotron 3 Ultra has a lower blended cost. GPT 5.1 Codex Max: $1.25 input / $10.00 output. Nemotron 3 Ultra: $0.60 input / $2.40 output.

Which has a larger context window, GPT 5.1 Codex Max or Nemotron 3 Ultra?

▼

GPT 5.1 Codex Max has a larger context window: GPT 5.1 Codex Max supports 400K tokens vs Nemotron 3 Ultra at 203K tokens.

Do both GPT 5.1 Codex Max and Nemotron 3 Ultra support vision?

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GPT 5.1 Codex Max supports vision/image input, but Nemotron 3 Ultra does not.

What are the key differences between GPT 5.1 Codex Max and Nemotron 3 Ultra?

▼

Key differences: Nemotron 3 Ultra is significantly cheaper; only GPT 5.1 Codex Max supports vision input. 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 Nemotron 3 Ultra for free on idapt.app to see which performs better for your specific needs.

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