Gemini 3.1 Pro Preview vs GPT-5.2 Codex

Compare Gemini 3.1 Pro Preview and GPT-5.2 Codex side by side. See pricing, capabilities, context length, and performance. Use both on Krater.ai from $20/mo.

Gemini 3.1 Pro Preview vs GPT-5.2 Codex: strengths, best use cases and how to run both side by side. The live page adds context windows, token pricing and more comparisons once it loads.

Try both on Krater

Run Gemini 3.1 Pro Preview and GPT-5.2 Codex on the same prompt in the Krater Model Arena, then keep the winner in your workflow. One subscription covers both, from $20 a month.

Open Krater chat · Gemini 3.1 Pro Preview on Krater · GPT-5.2 Codex on Krater

What each model is best at

Gemini 3.1 Pro Preview

An incremental update to Gemini 3 Pro with improved performance and stability. Gemini 3.1 Pro Preview refines the capabilities of the Gemini 3 series.

Strengths

  • Refined multimodal performance
  • Improved stability and consistency
  • Enhanced coding capabilities
  • Better instruction following

Best for

  • Production multimodal applications
  • Complex analysis tasks
  • Professional coding assistance
  • Research workflows

GPT-5.2 Codex

OpenAI's dedicated coding powerhouse from the GPT-5 family. GPT-5.2 Codex delivers exceptional performance on software engineering tasks, from code generation to complex debugging.

Strengths

  • Top-tier code generation across all languages
  • Deep understanding of software architecture
  • Excellent at debugging and refactoring
  • Strong at code review and optimization

Best for

  • Professional software development
  • Large codebase refactoring
  • Complex algorithm implementation
  • Full-stack development assistance

How we compare models

Our tested head-to-heads run the same prompt set through both models in the Model Arena, then rank answers blind. Read the testing methodology, or browse every comparison.