AllenAI: Olmo 3.1 32B Instruct

AllenAI: Olmo 3.1 32B Instruct

allenai · Released Jan 6, 2026 Efficient
Intelligence #231 / 544
36.9 Our Score
Speed #194 / 252
54.4 tokens / sec
Input #256 / 544
$0.200 per 1M tokens
Output #254 / 544
$0.600 per 1M tokens
Context #334 / 544
65,536 tokens

Analysis Summary

AllenAI: Olmo 3.1 32B Instruct sits in the Efficient tier on our leaderboard, ranked #231 of 544 published models on overall intelligence. At $0.200 input and $0.600 output per 1M tokens, it is among the most expensive on the market. It offers a mid-sized context window and supports tool use and function calling.

Editorial notes

AllenAI OLMo 3.1 32B Instruct is an open-weight model with modest reasoning scores and basic tool use support, best suited to research or low-stakes tasks at $0.20/$0.60 per 1M tokens.

Assessed May 5, 2026

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

Performance Profile

Intelligence2.5Technical2Value7.5Content3
Intelligence 2.5/10
Technical 2/10
Content 3/10
Value 7.5/10

Olmo 3.1 32B Instruct is a large-scale, 32-billion-parameter instruction-tuned language model engineered for high-performance conversational AI, multi-turn dialogue, and practical instruction following. As part of the Olmo 3.1 family, this..

32B Parameters

Capabilities

Tool Use Function Calling

Performance Indices

Source: Artificial Analysis

12.2 Intelligence Index
5.6 Coding Index
21.3 Agentic Index

Benchmark Scores

Intelligence

GPQA Diamond 53.9% Graduate-level scientific reasoning
HLE 4.9% Humanity's Last Exam
SciCode 16.7% Scientific computing

Technical

τ²-Bench 21.3% Conversational agent benchmark

Content

IFBench 39.2% Instruction following

Benchmark data from Artificial Analysis and Hugging Face

How does AllenAI: Olmo 3.1 32B Instruct stack up?

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Model Information

OpenRouter ID allenai/olmo-3.1-32b-instruct
Providerallenai
Release Date January 6, 2026
Context Length65,536 tokens
Max Completion16,384 tokens
Status Active

Pricing

Token Type Cost per 1M tokens Cost per 1K tokens
Input $0.20 $0.000200
Output $0.60 $0.000600

Live Performance

Live endpoint metrics — refreshed every 30 minutes.

100%
Avg Uptime
212ms
Best Latency (TTFT)
49 tok/s
Best Throughput
1/1
Active Endpoints
Available via: DeepInfra