Price Per TokenPrice Per Token
Allenai
vs
OpenAI
OpenAI

Olmo 2 32B Instruct vs GPT-5.2 Pro

A detailed comparison of pricing, benchmarks, and capabilities

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Key Takeaways

Olmo 2 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
  • Supports tool calls
Price Advantage
Olmo 2 32B Instruct
Benchmark Advantage
GPT-5.2 Pro
Context Window
GPT-5.2 Pro
Speed
GPT-5.2 Pro

Pricing Comparison

Price Comparison

MetricOlmo 2 32B InstructGPT-5.2 ProWinner
Input (per 1M tokens)$0.05$21.00 Olmo 2 32B Instruct
Output (per 1M tokens)$0.20$168.00 Olmo 2 32B Instruct
Using a 3:1 input/output ratio, Olmo 2 32B Instruct is 100% cheaper overall.

Olmo 2 32B Instruct Providers

Cirrascale $0.05 (Cheapest)

GPT-5.2 Pro Providers

OpenAI $21.00 (Cheapest)

Benchmark Comparison

6
Benchmarks Compared
0
Olmo 2 32B Instruct Wins
6
GPT-5.2 Pro Wins

Benchmark Scores

BenchmarkOlmo 2 32B InstructGPT-5.2 ProWinner
Intelligence Index
Overall intelligence score
10.651.2
Coding Index
Code generation & understanding
2.748.7
Math Index
Mathematical reasoning
3.399.0
MMLU Pro
Academic knowledge
51.187.4
GPQA
Graduate-level science
32.890.3
LiveCodeBench
Competitive programming
6.888.9
GPT-5.2 Pro significantly outperforms in coding benchmarks.

Cost vs Quality

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Olmo 2 32B Instruct
Other models

Context & Performance

Context Window

Olmo 2 32B Instruct
128,000
tokens
GPT-5.2 Pro
400,000
tokens
Max output: 128,000 tokens
GPT-5.2 Pro has a 68% larger context window.

Speed Performance

MetricOlmo 2 32B InstructGPT-5.2 ProWinner
Tokens/second0.0 tok/s98.3 tok/s
Time to First Token0.00s46.57s
GPT-5.2 Pro responds Infinity% faster on average.

Capabilities

Feature Comparison

FeatureOlmo 2 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 2 32B InstructGPT-5.2 Pro
LicenseOpen SourceProprietary
AuthorAllenaiOpenAI
ReleasedMar 2025Dec 2025

Olmo 2 32B Instruct Modalities

Input
text
Output
text

GPT-5.2 Pro Modalities

Input
imagetextfile
Output
text

Related Comparisons

Compare Olmo 2 32B Instruct with:

Compare GPT-5.2 Pro with:

Frequently Asked Questions

Olmo 2 32B Instruct has cheaper input pricing at $0.05/M tokens. Olmo 2 32B Instruct has cheaper output pricing at $0.20/M tokens.
GPT-5.2 Pro scores higher on coding benchmarks with a score of 48.7, compared to Olmo 2 32B Instruct's score of 2.7.
Olmo 2 32B Instruct has a 128,000 token context window, while GPT-5.2 Pro has a 400,000 token context window.
Olmo 2 32B Instruct does not support vision. GPT-5.2 Pro supports vision.