AllenAI: Olmo 3.1 32B Think

AllenAI: Olmo 3.1 32B Think

allenai · Released Dec 16, 2025
Intelligence #525 / 756
26.9 our score
Speed #148 / 335
105.2 tok/s
Input Price #315 / 798
$0.150 per 1M tokens
Output Price #320 / 798
$0.500 per 1M tokens
Context #584 / 798
65,536 tokens

Analysis Summary

Olmo 3.1 32B Think is an open model positioned around deliberate reasoning, with a 65K context window. Its pricing is $0.15 per million input tokens and $0.50 per million output tokens, making it accessible for experimentation. Available evaluation data indicates limited general capability compared with stronger contemporary models.

It may support internal prototyping, basic classification, and low-risk text transformations where self-hosting flexibility or cost control is important. The supplied data does not show tool use, function calling, vision, or coding measurements, which limits its usefulness for integrated agency workflows. Choose it for testing and lightweight assistance rather than client-facing reasoning, complex documents, or autonomous execution.

Assessed September 7, 2026

Editorial notes

Olmo 3.1 32B Think offers a 65K context window at moderate pricing, but its available reasoning data indicates limited capability for production content, coding, or autonomous workflows.

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

DFO Verdict

Olmo 3.1 32B Think offers a 65K context window at moderate pricing, but its available reasoning data indicates limited capability for production content, coding, or autonomous workflows.

#525 of 756 overall

How AllenAI: Olmo 3.1 32B Think compares

AllenAI: Olmo 3.1 32B Think ranks #329 of 443 AI models we track for overall intelligence. Its 66K-token context window is larger than 27% of the models we list. At $0.15 per million input tokens it is cheaper than 61% of comparable models.

Position in the field
Intelligence: smarter than 31% of models #525
Speed: faster than 56% of models #148
Price: cheaper than 61% of models #315
Context: larger than 27% of models #584
worst in fieldmedianbest in field
Price vs frontier peers · $ per 1M tokens
AllenAI: Olmo 3.1 32B Think $0.15 in $0.50 out
OpenAI: GPT-6 Astra $10.00 in $50.00 out
Anthropic: Claude Fable 5.1 $10.00 in $50.00 out
Claude Opus 5 $5.00 in $25.00 out

Dark bar = input · light bar = output, scaled to the priciest peer.

Context window vs peers · tokens
AllenAI: Olmo 3.1 32B Think 66K

1M tokens ≈ 8 full-length novels or ~2,500 pages of business documents in a single request.

Intelligence0.4Technical0Value7.5Content3.5
Performance profile

Strongest on value. The pulled-in technical corner is the trade-off, and if the shape matters more than the price, this is your model.

Compare shapes side-by-side →

Pricing

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

What would AllenAI: Olmo 3.1 32B Think cost your business?

Pick the job that looks most like yours, then fine-tune with the sliders. Estimates update live.

A website chatbot handling around 100 customer conversations a day, a few short messages each.

3,000
One request is one message, email, draft or automation call.
1,200 tokens

$0/mo AllenAI: Olmo 3.1 32B Think

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DFO AI AUTOMATION

These numbers get smaller with the right architecture.

We route routine calls to cheap models and save AllenAI: Olmo 3.1 32B Think for the hard ones. Most clients cut their estimate by 60-80%.

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About AllenAI: Olmo 3.1 32B Think

Olmo 3.1 32B Think is a large-scale, 32-billion-parameter model designed for deep reasoning, complex multi-step logic, and advanced instruction following. Building on the Olmo 3 series, version 3.1 delivers refined reasoning behavior and stronger performance across demanding evaluations and nuanced conversational tasks. Developed by Ai2 under the Apache 2.0 license, Olmo 3.1 32B Think continues the Olmo initiative’s commitment to openness, providing full transparency across model weights, code, and training methodology.

Frequently asked questions about AllenAI: Olmo 3.1 32B Think

How much does AllenAI: Olmo 3.1 32B Think cost?

AllenAI: Olmo 3.1 32B Think costs $0.15 per million input tokens and $0.50 per million output tokens.

What is the context window of AllenAI: Olmo 3.1 32B Think?

AllenAI: Olmo 3.1 32B Think has a context window of 65,536 tokens (66K).

Who created AllenAI: Olmo 3.1 32B Think?

AllenAI: Olmo 3.1 32B Think is developed by AllenAI and was released on December 16, 2025.

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