AllenAI: Olmo 3 7B Instruct

AllenAI: Olmo 3 7B Instruct

allenai · Released Nov 21, 2025 Efficient
Intelligence #280 / 583
31.4 Our Score
Speed #143 / 276
87.3 tokens / sec
Input #196 / 583
$0.100 per 1M tokens
Output #181 / 583
$0.200 per 1M tokens
Context #384 / 583
65,536 tokens

Analysis Summary

Olmo 3 7B Instruct is AllenAI's small instruct model, priced at $0.10 input and $0.20 output. With an intelligence index of 2.8 and a coding index of 3.4, it sits near the bottom of the benchmarked field. MMLU Pro at 0.522 and GPQA at 0.40 confirm limited general knowledge and reasoning depth. Agentic performance at 12.6 is too low for reliable tool-use workflows.

For businesses, this model is only appropriate for the simplest text generation tasks: basic summarisation, short-form drafting, or classification at very high volume where cost per call is the dominant concern. It lacks the reasoning depth for client-facing content or any multi-step workflow.

At $0.10 input it is among the cheapest options available, which is its primary selling point. Teams with genuine quality requirements should use a larger model; Olmo 3 7B Instruct is a last-resort cost option, not a general-purpose business tool.

Assessed June 17, 2026

Editorial notes

Olmo 3 7B Instruct from AllenAI is a very small, low-cost open-weight model with limited reasoning and coding capability, suitable only for simple, high-volume text tasks where cost is the primary constraint.

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

Performance Profile

Intelligence1.3Technical1.3Value7.5Content3
Intelligence 1.3/10
Technical 1.3/10
Content 3/10
Value 7.5/10

How AllenAI: Olmo 3 7B Instruct compares

AllenAI: Olmo 3 7B Instruct ranks #351 of 380 AI models we track for overall intelligence, #242 of 292 for agentic tasks. Its 66K-token context window is larger than 34% of the models we list. At $0.10 per million input tokens it is cheaper than 66% of comparable models.

About AllenAI: Olmo 3 7B Instruct

Olmo 3 7B Instruct is a supervised instruction-fine-tuned variant of the Olmo 3 7B base model, optimized for instruction-following, question-answering, and natural conversational dialogue. By leveraging high-quality instruction data and an open training pipeline, it delivers strong performance across everyday NLP tasks while remaining accessible and easy to integrate. Developed by Ai2 under the Apache 2.0 license, the model offers a transparent, community-friendly option for instruction-driven applications.

7B Parameters

Performance Indices

Source: Artificial Analysis

2.8 Intelligence Index
12.6 Agentic Index
41.3 Math Index

Benchmark Scores

Intelligence

GPQA Diamond 40% Graduate-level scientific reasoning
HLE 5.8% Humanity's Last Exam
MMLU Pro 52.2% Multi-task language understanding
AIME 2025 41.3% Competition mathematics (2025)
SciCode 10.3% Scientific computing

Technical

LiveCodeBench 26.6% Live coding evaluation
τ²-Bench 12.6% Conversational agent benchmark

Content

IFBench 32.8% Instruction following

Benchmark data from Artificial Analysis and Hugging Face

How does AllenAI: Olmo 3 7B Instruct stack up?

Compare side-by-side with other efficient models.

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Model Information

OpenRouter ID allenai/olmo-3-7b-instruct
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 $0.10 $0.000100
Output $0.20 $0.000200

Frequently asked questions about AllenAI: Olmo 3 7B Instruct

How much does AllenAI: Olmo 3 7B Instruct cost?

AllenAI: Olmo 3 7B Instruct costs $0.10 per million input tokens and $0.20 per million output tokens.

What is the context window of AllenAI: Olmo 3 7B Instruct?

AllenAI: Olmo 3 7B Instruct has a context window of 65,536 tokens (66K).

Who created AllenAI: Olmo 3 7B Instruct?

AllenAI: Olmo 3 7B Instruct is developed by AllenAI and was released on November 21, 2025.