Price Per TokenPrice Per Token
Allenai
vs
Google
Google

Olmo 3.1 32B Instruct vs Gemini 3 Pro Preview

A detailed comparison of pricing, benchmarks, and capabilities

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125 out of our 298 tracked models have had a price change in January.

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Key Takeaways

Olmo 3.1 32B Instruct wins:

  • Cheaper input tokens
  • Cheaper output tokens

Gemini 3 Pro Preview wins:

  • Larger context window
  • Faster response time
  • Higher intelligence benchmark
  • Better at coding
  • Better at math
  • Supports vision
  • Has reasoning mode
  • Supports tool calls
Price Advantage
Olmo 3.1 32B Instruct
Benchmark Advantage
Gemini 3 Pro Preview
Context Window
Gemini 3 Pro Preview
Speed
Gemini 3 Pro Preview

Pricing Comparison

Price Comparison

MetricOlmo 3.1 32B InstructGemini 3 Pro PreviewWinner
Input (per 1M tokens)$0.20$2.00 Olmo 3.1 32B Instruct
Output (per 1M tokens)$0.60$12.00 Olmo 3.1 32B Instruct
Cache Read (per 1M)N/A$200000.00 Gemini 3 Pro Preview
Cache Write (per 1M)N/A$375000.00 Gemini 3 Pro Preview
Using a 3:1 input/output ratio, Olmo 3.1 32B Instruct is 93% cheaper overall.

Olmo 3.1 32B Instruct Providers

DeepInfra $0.20 (Cheapest)

Gemini 3 Pro Preview Providers

Google $2.00 (Cheapest)

Benchmark Comparison

6
Benchmarks Compared
0
Olmo 3.1 32B Instruct Wins
3
Gemini 3 Pro Preview Wins

Benchmark Scores

BenchmarkOlmo 3.1 32B InstructGemini 3 Pro PreviewWinner
Intelligence Index
Overall intelligence score
12.048.4
Coding Index
Code generation & understanding
5.646.5
Math Index
Mathematical reasoning
-95.7-
MMLU Pro
Academic knowledge
-89.8-
GPQA
Graduate-level science
53.990.8
LiveCodeBench
Competitive programming
-91.7-
Gemini 3 Pro Preview significantly outperforms in coding benchmarks.

Cost vs Quality

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Context & Performance

Context Window

Olmo 3.1 32B Instruct
65,536
tokens
Gemini 3 Pro Preview
1,048,576
tokens
Max output: 65,536 tokens
Gemini 3 Pro Preview has a 94% larger context window.

Speed Performance

MetricOlmo 3.1 32B InstructGemini 3 Pro PreviewWinner
Tokens/second47.2 tok/s117.3 tok/s
Time to First Token0.26s31.63s
Gemini 3 Pro Preview responds 148% faster on average.

Capabilities

Feature Comparison

FeatureOlmo 3.1 32B InstructGemini 3 Pro Preview
Vision (Image Input)
Tool/Function Calls
Reasoning Mode
Audio Input
Audio Output
PDF Input
Prompt Caching
Web Search

License & Release

PropertyOlmo 3.1 32B InstructGemini 3 Pro Preview
LicenseProprietaryProprietary
AuthorAllenaiGoogle
ReleasedJan 2026Nov 2025

Olmo 3.1 32B Instruct Modalities

Input
text
Output
text

Gemini 3 Pro Preview Modalities

Input
textimagefileaudiovideo
Output
text

Related Comparisons

Compare Olmo 3.1 32B Instruct with:

Compare Gemini 3 Pro Preview with:

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.
Gemini 3 Pro Preview scores higher on coding benchmarks with a score of 46.5, 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 Gemini 3 Pro Preview has a 1,048,576 token context window.
Olmo 3.1 32B Instruct does not support vision. Gemini 3 Pro Preview supports vision.