Atlas / Models / Allenai / AllenAI: Olmo 2 32B Instruct

AllenAI: Olmo 2 32B Instruct✓ Catalog verified

allenai/olmo-2-0325-32b-instruct

OLMo-2 32B Instruct is a supervised instruction-finetuned variant of the OLMo-2 32B March 2025 base model. It excels in complex reasoning and instruction-following tasks across diverse benchmarks such as GSM8K, MATH, IFEval, and general NLP evaluation. Developed by AI2, OLMo-2 32B is part of an open, research-oriented initiative, trained primarily on English-language datasets to advance the understanding and development of open-source language models.

Input price
$0.05 /1M
Output price
$0.20 /1M
Context
128K
Modalities
text
Released
Mar 14, 2025
Tool calling
Atlas signal
85/100
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Overview

OLMo-2 32B Instruct is a supervised instruction-finetuned variant of the OLMo-2 32B March 2025 base model. It excels in complex reasoning and instruction-following tasks across diverse benchmarks such as GSM8K, MATH, IFEval, and general NLP evaluation. Developed by AI2, OLMo-2 32B is part of an open, research-oriented initiative, trained primarily on English-language datasets to advance the understanding and development of open-source language models.

Access: available through the official Allenai API. Context window: 128K.

Pricing and metadata from the ModelsAtlas catalog.Last refreshed Aug 5, 2026
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Specifications

API identifierallenai/olmo-2-0325-32b-instruct
ProviderAllenai
Model typeText LLM
Context window128K catalog
Input modalitiestext
Output modalitiestext
ReleasedMar 14, 2025
ModeratedNo
Architecture modalitytext->text
Source: provider documentation + catalog feedMethodology →
03

Pricing

Live pricing components for allenai/olmo-2-0325-32b-instruct as published in the catalog.

$0.05
Input /1M
$0.20
Output /1M
Per request
Per image
Pricing componentRaw unit priceNormalizedUnit
Prompt tokens$5e-8$0.05 / 1MPer input token
Completion tokens$2e-7$0.20 / 1MPer output token
Request feeN/AN/APer request
Image feeN/AN/APer image unit
Web search feeN/AN/APer search request
Source: catalog pricing feedCompare all pricing →Cheapest models →
04

Cost calculator

Estimate monthly spend from your own token volumes.

Scale / Volume

Estimated Total Cost

$0.07Calculated from current list pricing in the ModelsAtlas catalog.
05

Capabilities

CapabilityStatusWhat it means
Visual UnderstandingNot advertisedImage and document analysis support
Audio ProcessingNot advertisedSpeech and voice aligned flows
Tool CallingNot advertisedSupports tools / function calling
Self-HostingNot advertisedDeploy outside managed APIs
Derived from catalog capability tags and supported parameters
06

Capability signals

Directional signals derived from model metadata and capability tags — not official benchmark submissions.

AllenAI: Olmo 2 32B Instruct
MMLU Signal (Reasoning)
85signal
Coding Signal (HumanEval proxy)
79signal
Math Signal (GSM8K proxy)
88signal
Science Signal (GPQA proxy)
87signal
Estimated from metadata — not an official benchmark runAll benchmarks →Methodology →
07

Quick start

Call AllenAI: Olmo 2 32B Instruct through an OpenAI-compatible client.

from openai import OpenAI

client = OpenAI(
    base_url="https://openrouter.ai/api/v1",
    api_key="YOUR_API_KEY"
)

response = client.chat.completions.create(
    model="allenai/olmo-2-0325-32b-instruct",
    messages=[{"role": "user", "content": "Explain quantum physics."}]
)

print(response.choices[0].message.content)
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Alternatives

Closest models by context window from a different provider.

09

Sources & attribution

Pricing and metadata are maintained in the ModelsAtlas catalog.

Capability bars use metadata tags — directional estimates onlyHow we source and verify data →
10

Frequently asked questions

How much does AllenAI: Olmo 2 32B Instruct cost?

$0.05 per 1M input tokens and $0.20 per 1M output tokens on the official Allenai API.

What is the context window of AllenAI: Olmo 2 32B Instruct?

AllenAI: Olmo 2 32B Instruct supports up to 128K tokens of context.

Does AllenAI: Olmo 2 32B Instruct support tool / function calling?

AllenAI: Olmo 2 32B Instruct does not advertise first-class tool/function calling. Check vendor docs for the latest capabilities.

How do I access AllenAI: Olmo 2 32B Instruct?

Use the official Allenai API with the model id `allenai/olmo-2-0325-32b-instruct`. See the Quick start section above for code examples.