OLMo 3 32B Think is Allen AI's language model with a 66K context window and up to 4K output tokens, starting at $0.15 / 1M input and $0.5 / 1M output. A large 32B open language model from the Allen Institute for AI, purpose-built for deep reasoning, complex logic chains, and advanced instruction-following.
Specifications
Canonical IDallenai-olmo-3-32b-think
TypeLanguage
StatusActive
CreatorAllen AIAllen AI
Providers
Context Window66K tokens
Max Output4K tokens
Input ModalitiesText
Output ModalitiesText
Reasoning Effortsdefault
Parameters32B
Release Date · 8 months ago
Benchmarks
Intelligence Index
6.4
#380
Math Index
73.7
#78
MMLU-Pro
0.8
#155
GPQA
0.6
#270
HLE
0.1
#247
LiveCodeBench
0.7
#78
IFBench
0.5
#162
Time to First Token
SciCode
0.3
#263
AIME 2025
0.7
#78
LCR
0.0
#374
TerminalBench Hard
0.0
#320
TAU2
0.0
#380
Output TPS
0.0
#291

Capabilities

Input1/5
Text
Image·
Audio·
Video·
PDF·
Output1/5
Text
Image·
Audio·
Video·
Embedding·
Capabilities4/13
Reasoning
Adaptive Reasoning·
Function Calling
Parallel Function Calling·
Structured Outputs
Native JSON Schema
Web Search·
URL Context·
Computer Use·
Code Execution·
File Search·
Prompt Caching·
Assistant Prefill·

Pricing by Provider

US Dollar ($)
Per 1M tokens
ProviderStandard
Input
$ / 1M
Output
$ / 1M
OpenRouter logo
OpenRouter
allenai/olmo-3-32b-think
$0.15$0.5

Cost Calculator

US Dollar ($)
Preset:

Cheapest Instances to Run It

Cloud GPU instances that can host OLMo 3 32B Think, ranked by cheapest on-demand price. The model needs about 77 GB of GPU memory at FP16 precision (estimated from its parameter count), so treat the fit as guidance rather than a guarantee.

All clouds
FP16 (full precision)
US Dollar ($)
Instance
Cloud
GPU
VRAM
Price
Cheapest region
Standard_NP20sAzure2× AMD Alveo U250 FPGA (64GB)128 GB$3.30/hrwestus2
g7e.2xlargeAWSRTX PRO Server 600096 GB$3.36/hrus-east-1
Standard_NC24ads_A100_v4AzureNVIDIA A10080 GB$3.67/hrwestus2
7 more instances can run OLMo 3 32B Think
Unlock the full ranked list and FP8 / INT4 quantization with a CloudPrice subscription.

Versions

VersionReleasedContextInput / 1MOutput / 1MStatus
OLMo 3.1 32B Instruct66KAvailable
OLMo 3 32B Think66K$0.150$0.500Current
OLMo 3.1 32B ThinkAvailable
OLMo 3 7B Think33KAvailable
OLMo 3 7B Instruct33KAvailable
OLMo 2 32BAvailable
OLMo 2 7BAvailable

Model IDs

allenai-olmo-3-32b-think
allenai/olmo-3-32b-think
olmo-3-32b-think
publicai/allenai/Olmo-3-32B-Think