OLMo 3.1 32B Instruct is Allen AI's language model with a 66K context window and up to 16K output tokens. A 32B instruction-tuned open language model from the Allen Institute for AI's OLMo 3.1 series, designed for transparent and reproducible language model science.
Specifications
Canonical IDallenai-olmo-3-1-32b-instruct
TypeLanguage
StatusActive
CreatorAllen AIAllen AI
Providers
Context Window66K tokens
Max Output16K tokens
Input ModalitiesText
Output ModalitiesText
Parameters32B
Release Date · 6 months ago
Deprecation Date
Benchmarks
Intelligence Index
6.5
#379
GPQA
0.5
#313
HLE
0.0
#311
IFBench
0.4
#246
Time to First Token
SciCode
0.2
#385
LCR
0.0
#372
TerminalBench Hard
0.0
#356
TAU2
0.2
#302
Output TPS
0.0
#289

Capabilities

Input1/5
Text
Image·
Audio·
Video·
PDF·
Output1/5
Text
Image·
Audio·
Video·
Embedding·
Capabilities3/13
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-3.1-32b-instruct
$0.2$0.6

Cost Calculator

US Dollar ($)
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Cheapest Instances to Run It

Cloud GPU instances that can host OLMo 3.1 32B Instruct, 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 3.1 32B Instruct
Unlock the full ranked list and FP8 / INT4 quantization with a CloudPrice subscription.

Versions

VersionReleasedContextInput / 1MOutput / 1MStatus
OLMo 3.1 32B Instruct66KCurrent
OLMo 3 32B Think66K$0.150$0.500Available
OLMo 3.1 32B ThinkAvailable
OLMo 3 7B Think33KAvailable
OLMo 3 7B Instruct33KAvailable
OLMo 2 32BAvailable
OLMo 2 7BAvailable

Model IDs

allenai-olmo-3-1-32b-instruct
allenai/olmo-3.1-32b-instruct
allenai/Olmo-3.1-32B-Instruct
olmo-3-1-32b-instruct