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GPT 5.3 Codex vs Nemotron 3 Ultra

At a glance

OpenAI's most advanced agentic coding model with 400K context.

87400K ctx$1.75/$14.00 per M#8/92

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
ReasoningInsufficient data
MathInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-10-02
Capability
CapabilityECI87.0
Reasoning & Knowledge
Graduate Science—
Math
Competition Math—
Coding
Real-World Coding74.8%
Agentic
Terminal Tasks78.4%Task Horizon5.8h
Reasoning
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch AI·OpenRouter· as of 2026-10-02
Cheaper78%
Capability
Capability—
Reasoning & Knowledge
Graduate Science85.4%
Math
Competition Math86.7%
Coding
Real-World Coding—
Agentic
Terminal Tasks—Task Horizon—
Specs
400K
Context
128K
Max output
Feb 2026
Released
203K
Context
101K
Max output
Jun 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input$1.75/M tokens
Output$14.00/M tokens
Cache read$0.17/M tokens
Web search$0.01/search
Live pricing, shown before you run
Input66%$0.60/M tokens
Output83%$2.40/M tokens
Cache read31%$0.12/M tokens
Chat with GPT 5.3 CodexGo to model
Chat with Nemotron 3 UltraGo to model
Frequently Asked Questions: GPT 5.3 Codex vs Nemotron 3 Ultra▼

Which is better, GPT 5.3 Codex or Nemotron 3 Ultra?

▼

Both GPT 5.3 Codex 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 5.3 Codex or Nemotron 3 Ultra?

▼

Nemotron 3 Ultra has a lower blended cost. GPT 5.3 Codex: $1.75 input / $14.00 output. Nemotron 3 Ultra: $0.60 input / $2.40 output.

Which has a larger context window, GPT 5.3 Codex or Nemotron 3 Ultra?

▼

GPT 5.3 Codex has a larger context window: GPT 5.3 Codex supports 400K tokens vs Nemotron 3 Ultra at 203K tokens.

Do both GPT 5.3 Codex and Nemotron 3 Ultra support vision?

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GPT 5.3 Codex supports vision/image input, but Nemotron 3 Ultra does not.

What are the key differences between GPT 5.3 Codex and Nemotron 3 Ultra?

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Key differences: Nemotron 3 Ultra is significantly cheaper; only GPT 5.3 Codex 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 5.3 Codex and Nemotron 3 Ultra for free on idapt.app to see which performs better for your specific needs.

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