Price Per TokenPrice Per Token
Allenai
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OpenAI
OpenAI

Olmo 3.1 32B Instruct vs GPT-5.2 Pro

A detailed comparison of pricing, benchmarks, and capabilities

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Key Takeaways

Olmo 3.1 32B Instruct wins:

  • Cheaper input tokens
  • Cheaper output tokens

GPT-5.2 Pro wins:

  • Larger context window
  • Faster response time
  • Higher intelligence benchmark
  • Better at coding
  • Better at math
  • Supports vision
  • Has reasoning mode
Price Advantage
Olmo 3.1 32B Instruct
Benchmark Advantage
GPT-5.2 Pro
Context Window
GPT-5.2 Pro
Speed
GPT-5.2 Pro

Pricing Comparison

Benchmark Comparison

Context & Performance

Capabilities

Feature Comparison

FeatureOlmo 3.1 32B InstructGPT-5.2 Pro
Vision (Image Input)
Tool/Function Calls
Reasoning Mode
Audio Input
Audio Output
PDF Input
Prompt Caching
Web Search

License & Release

PropertyOlmo 3.1 32B InstructGPT-5.2 Pro
LicenseOpen SourceProprietary
AuthorAllenaiOpenAI
ReleasedJan 2026Dec 2025

Olmo 3.1 32B Instruct Modalities

Input
text
Output
text

GPT-5.2 Pro Modalities

Input
imagetextfile
Output
text

Frequently Asked Questions

Olmo 3.1 32B Instruct has cheaper input pricing at $0.20/M tokens. Olmo 3.1 32B Instruct has cheaper output pricing at $0.60/M tokens.
GPT-5.2 Pro scores higher on coding benchmarks with a score of 48.7, compared to Olmo 3.1 32B Instruct's score of 5.6.
Olmo 3.1 32B Instruct has a 65,536 token context window, while GPT-5.2 Pro has a 400,000 token context window.
Olmo 3.1 32B Instruct does not support vision. GPT-5.2 Pro supports vision.