Allen AI: Olmo 3.1 32B Instruct

Public pricingIntelligence 77/100Medium memory

AllenAI: Olmo 3.1 32B Instruct is a text model for general chat, analysis, and production use. It combines steady general-purpose performance with a 66K tokens context window and a low-cost profile. Use it for general chat, analysis, and production workloads when quality, speed, and cost matters.

Input

$0.20/1M

Output

$0.60/1M

Cached

$0.01/1M

Batch

$0.05/1M

Calculate your Olmo 3.1 32B Instruct bill.

Set your workload — see cost at your exact volume.

What would Olmo 3.1 32B Instruct cost you?

Adjust the workload to see your monthly bill.

1,00010,00050,000250,0001M10M

Technical specifications

Olmo 3.1 32B Instruct at a glance.

Memory

65,536

tokens

Max reply

4,096

tokens

Memory tier

Medium

a long report or a codebase file

Tokenizer

—

Released

Nov 2025

Training cutoff

Jun 2025

Availability

Public pricing

Status

active

Benchmarks

Quality benchmarks

Independent evaluations from public leaderboards. Higher is better.

  • math

    93.4

  • aime_2024

    67.8

  • aime_2025

    57.9

  • bbh

    84

  • livecodebench

    54.7

  • ifeval

    88.8

  • mmlu

    80.9

What it can do

Capabilities & limits.

  • Understands images
  • Deep step-by-step thinking
  • Uses tools / calls functions
  • Strict JSON output
  • Streams replies
  • Fine-tunable on your data

When to pick Olmo 3.1 32B Instruct

  • High-volume workloads where unit cost matters.

When to look elsewhere

  • Your workload involves images — pick a vision-capable model instead.
  • You need tool-use / function calling for agent workflows.

Alternatives

Similar models to compare.

FAQ

Olmo 3.1 32B Instruct — the questions we see most.

Pricing, capabilities, alternatives — generated from the same data that powers the calculator above.

Get instant answers from our AI agent

At a typical workload of 50,000 conversations a month with 1,500-token prompts and 800-token replies, Olmo 3.1 32B Instruct costs roughly $39 per month. Input is $0.20 /1M tokens and output is $0.60 /1M tokens.
Olmo 3.1 32B Instruct has a 65,536-token context window (medium memory — a long report or a codebase file). That means you can fit about 12,288 words of input and history in a single call.
Beyond text generation, Olmo 3.1 32B Instruct supports fine-tuning on your own data. It streams replies by default.
Olmo 3.1 32B Instruct was released in November 2025, with training data cut off around June 2025.
Models in a similar class include Olmo 3 32B Think, DeepSeek V3 0324, MiniMax-01. The "Similar models" section below this FAQ links into each.

Still unsure?

Compare Olmo 3.1 32B Instruct against 100+ other models.

Open the full wizard — pick a use case, set your usage, and see side-by-side monthly costs in under a minute.

Open the comparison wizard