AllenAI: Olmo 3 32B Think

AllenAI: Olmo 3 32B Think

allenai · Released Nov 21, 2025 Efficient
Intelligence #236 / 583
36.8 Our Score
AA Index #289 / 380
6.4 Artificial Analysis
Input #250 / 583
$0.150 per 1M tokens
Output #256 / 583
$0.500 per 1M tokens
Context #384 / 583
65,536 tokens

Analysis Summary

Olmo 3 32B Think is AllenAI's larger thinking-mode model, priced at $0.15 input and $0.50 output. Its intelligence index of 6.4 and coding index of 10.5 are low, and its agentic index of 1.5 is effectively zero for autonomous workflows. Math performance is strong at 73.7, and MMLU Pro at 0.759 shows reasonable general knowledge breadth.

For businesses, the math strength makes it a candidate for structured analytical tasks or educational applications, but the near-absent agentic capability and weak coding scores rule it out for software engineering or tool-use pipelines. Instruction following is moderate. The 65K context window is adequate for most document tasks.

At this price point it is competitive for budget-conscious deployments, but the capability ceiling is low. Teams needing reliable reasoning or coding should look to higher-indexed alternatives; this model is best treated as a low-cost analytical assistant for narrow, well-defined tasks.

Assessed June 17, 2026

Editorial notes

AllenAI's Olmo 3 32B Think is a low-cost open-weight reasoning model with strong math performance but limited coding and near-zero agentic capability, suited only to lightweight analytical tasks.

Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?

Performance Profile

Intelligence2.1Technical1.5Value7.5Content4.5
Intelligence 2.1/10
Technical 1.5/10
Content 4.5/10
Value 7.5/10

How AllenAI: Olmo 3 32B Think compares

AllenAI: Olmo 3 32B Think ranks #289 of 380 AI models we track for overall intelligence, #288 of 292 for agentic tasks. Its 66K-token context window is larger than 34% of the models we list. At $0.15 per million input tokens it is cheaper than 57% of comparable models.

About AllenAI: Olmo 3 32B Think

Olmo 3 32B Think is a large-scale, 32-billion-parameter model purpose-built for deep reasoning, complex logic chains and advanced instruction-following scenarios. Its capacity enables strong performance on demanding evaluation tasks and..

32B Parameters

Performance Indices

Source: Artificial Analysis

6.4 Intelligence Index
1.5 Agentic Index
73.7 Math Index

Benchmark Scores

Intelligence

GPQA Diamond 61% Graduate-level scientific reasoning
HLE 5.9% Humanity's Last Exam
MMLU Pro 75.9% Multi-task language understanding
AIME 2025 73.7% Competition mathematics (2025)
SciCode 28.6% Scientific computing

Technical

LiveCodeBench 67.2% Live coding evaluation
TerminalBench Hard 1.5% Agentic terminal tasks

Content

IFBench 49.1% Instruction following

Benchmark data from Artificial Analysis and Hugging Face

How does AllenAI: Olmo 3 32B Think stack up?

Compare side-by-side with other efficient models.

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Model Information

OpenRouter ID allenai/olmo-3-32b-think
Providerallenai
Release Date November 21, 2025
Context Length65,536 tokens
Max Completion65,536 tokens
Status Active

Pricing

Token Type Cost per 1M tokens Cost per 1K tokens
Input $0.15 $0.000150
Output $0.50 $0.000500

Leaderboard Categories

Frequently asked questions about AllenAI: Olmo 3 32B Think

How much does AllenAI: Olmo 3 32B Think cost?

AllenAI: Olmo 3 32B Think costs $0.15 per million input tokens and $0.50 per million output tokens.

What is the context window of AllenAI: Olmo 3 32B Think?

AllenAI: Olmo 3 32B Think has a context window of 65,536 tokens (66K).

Who created AllenAI: Olmo 3 32B Think?

AllenAI: Olmo 3 32B Think is developed by AllenAI and was released on November 21, 2025.