Price Per TokenPrice Per Token
Allenai
vs
Allenai

Olmo 3 7B Think vs Olmo 3.1 32B Instruct

A detailed comparison of pricing, benchmarks, and capabilities

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Key Takeaways

Olmo 3 7B Think wins:

  • Cheaper input tokens
  • Cheaper output tokens
  • Faster response time
  • Better at coding
  • Better at math
  • Has reasoning mode

Olmo 3.1 32B Instruct wins:

  • Higher intelligence benchmark
Price Advantage
Olmo 3 7B Think
Benchmark Advantage
Olmo 3 7B Think
Context Window
Olmo 3.1 32B Instruct
Speed
Olmo 3 7B Think

Pricing Comparison

Price Comparison

MetricOlmo 3 7B ThinkOlmo 3.1 32B InstructWinner
Input (per 1M tokens)$0.12$0.20 Olmo 3 7B Think
Output (per 1M tokens)$0.20$0.60 Olmo 3 7B Think
Using a 3:1 input/output ratio, Olmo 3 7B Think is 53% cheaper overall.

Olmo 3 7B Think Providers

Parasail $0.12 (Cheapest)

Olmo 3.1 32B Instruct Providers

DeepInfra $0.20 (Cheapest)

Benchmark Comparison

6
Benchmarks Compared
1
Olmo 3 7B Think Wins
2
Olmo 3.1 32B Instruct Wins

Benchmark Scores

BenchmarkOlmo 3 7B ThinkOlmo 3.1 32B InstructWinner
Intelligence Index
Overall intelligence score
9.512.0
Coding Index
Code generation & understanding
7.65.6
Math Index
Mathematical reasoning
70.7--
MMLU Pro
Academic knowledge
65.5--
GPQA
Graduate-level science
51.653.9
LiveCodeBench
Competitive programming
61.7--
Olmo 3 7B Think shows stronger mathematical reasoning abilities.

Cost vs Quality

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Olmo 3 7B Think
Other models

Context & Performance

Context Window

Olmo 3 7B Think
65,536
tokens
Max output: 65,536 tokens
Olmo 3.1 32B Instruct
65,536
tokens

Speed Performance

MetricOlmo 3 7B ThinkOlmo 3.1 32B InstructWinner
Tokens/second170.6 tok/s43.0 tok/s
Time to First Token0.60s0.24s
Olmo 3 7B Think responds 297% faster on average.

Capabilities

Feature Comparison

FeatureOlmo 3 7B ThinkOlmo 3.1 32B Instruct
Vision (Image Input)
Tool/Function Calls
Reasoning Mode
Audio Input
Audio Output
PDF Input
Prompt Caching
Web Search

License & Release

PropertyOlmo 3 7B ThinkOlmo 3.1 32B Instruct
LicenseOpen SourceProprietary
AuthorAllenaiAllenai
ReleasedNov 2025Jan 2026

Olmo 3 7B Think Modalities

Input
text
Output
text

Olmo 3.1 32B Instruct Modalities

Input
text
Output
text

Related Comparisons

Compare Olmo 3 7B Think with:

Compare Olmo 3.1 32B Instruct with:

Frequently Asked Questions

Olmo 3 7B Think has cheaper input pricing at $0.12/M tokens. Olmo 3 7B Think has cheaper output pricing at $0.20/M tokens.
Olmo 3 7B Think scores higher on coding benchmarks with a score of 7.6, compared to Olmo 3.1 32B Instruct's score of 5.6.
Olmo 3 7B Think has a 65,536 token context window, while Olmo 3.1 32B Instruct has a 65,536 token context window.
Olmo 3 7B Think does not support vision. Olmo 3.1 32B Instruct does not support vision.