Model Comparison

Olmo 3.1 32B Instruct
vs. Olmo 3 7B Instruct

Comparing 2 AI models · 10 benchmarks · Allen Institute for AI

Recommended Pick

Allen Institute for AI logoOlmo 3.1 32B Instruct7 metric wins

Strongest on: Input price, Output price, Intelligence

Lowest Price

Allen Institute for AI logo

Olmo 3.1 32B Instruct

$0.00/1M input price

Best Reasoning

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Olmo 3 7B Instruct

26.2 reasoning score

Blends available reasoning benchmarks

Composite Indices

Higher is better; speed and price are normalized

Standard Benchmarks

Only benchmarks with data are shown

Differences That Matter

Price gap

Olmo 3.1 32B Instruct is ∞x cheaper on input tokens than Olmo 3 7B Instruct.

Reasoning gap

Olmo 3 7B Instruct leads Olmo 3.1 32B Instruct by 4.5 points on reasoning.

Top-pick rationale

Olmo 3.1 32B Instruct wins 7 measurable categories, including Input price, Output price, Intelligence, GPQA.

Live compare

Response Face-Off

Run one prompt through the selected models and compare response quality with live speed and cost context.

Allen Institute for AI logo

Olmo 3.1 32B Instruct

Allen Institute for AI

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting
Allen Institute for AI logo

Olmo 3 7B Instruct

Allen Institute for AI

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting

Which answer was more useful?

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Full Comparison

Metric
Top Pick
Allen Institute for AI logoOlmo 3.1 32B Instruct
Allen Institute for AI
Allen Institute for AI logoOlmo 3 7B Instruct
Allen Institute for AI
Pricing per 1M tokens
Input Cost$0.00/1M$0.10/1M
Output Cost$0.00/1M$0.20/1M
Blended (3:1)$0.13/1M
Specifications
OrganizationAllen Institute for AIAllen Institute for AI
Release DateJan 13, 2026Nov 20, 2025
Performance & Speed
Throughput
TTFT
Latency
Composite Indices
Value Score100.0
Reasoning Score21.826.2
Intelligence6.52.8
Math41.3
Standard Benchmarks
GPQA53.9%40.0%
MMLU Pro52.2%
HLE4.9%5.8%
LiveCodeBench26.6%
AIME 202541.3%
SciCode16.7%10.3%
LCR0.0%0.0%
IFBench39.2%32.8%
TAU-bench v221.3%12.6%
TerminalBench Hard0.0%0.0%

Key Takeaways

Olmo 3.1 32B Instruct offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.

Olmo 3 7B Instruct has the strongest reasoning profile with a 26.2 reasoning score,combining the available reasoning-heavy benchmarks.

All models support context windows of ∞+ tokens,suitable for processing lengthy documents and maintaining extended conversations.

When to Choose Each Model

Allen Institute for AI logo

Olmo 3.1 32B Instruct

  • Cost-sensitive applications
  • High-volume processing
Allen Institute for AI logo

Olmo 3 7B Instruct

  • Complex reasoning tasks
  • Research & analysis