Atlas / Models / Allenai / AllenAI: Molmo2 8B

AllenAI: Molmo2 8B✓ Catalog verified

allenai/molmo-2-8b

Molmo2-8B is an open vision-language model developed by the Allen Institute for AI (Ai2) as part of the Molmo2 family, supporting image, video, and multi-image understanding and grounding. It is based on Qwen3-8B and uses SigLIP 2 as its vision backbone, outperforming other open-weight, open-data models on short videos, counting, and captioning, while remaining competitive on long-video tasks.

Input price
$0.20 /1M
Output price
$0.20 /1M
Context
37K
Modalities
textimagevideo
Released
Jan 9, 2026
Tool calling
Atlas signal
74/100
01

Overview

Molmo2-8B is an open vision-language model developed by the Allen Institute for AI (Ai2) as part of the Molmo2 family, supporting image, video, and multi-image understanding and grounding. It is based on Qwen3-8B and uses SigLIP 2 as its vision backbone, outperforming other open-weight, open-data models on short videos, counting, and captioning, while remaining competitive on long-video tasks.

Access: available through the official Allenai API. Context window: 37K.

Pricing and metadata from the ModelsAtlas catalog.Last refreshed Aug 5, 2026
02

Specifications

API identifierallenai/molmo-2-8b
ProviderAllenai
Model typeMultimodal LLM
Context window37K catalog
Input modalitiestext · image · video
Output modalitiestext
ReleasedJan 9, 2026
ModeratedNo
Architecture modalitytext+image+video->text
Scheduled expiry2026-03-23
Supported parameters
frequency_penaltylogit_biasmax_tokenspresence_penaltyrepetition_penaltyseedstoptemperaturetop_ktop_p
Source: provider documentation + catalog feedMethodology →

API defaults

Default parameters
{
  "top_p": null,
  "temperature": null,
  "frequency_penalty": null
}
03

Pricing

Live pricing components for allenai/molmo-2-8b as published in the catalog.

$0.20
Input /1M
$0.20
Output /1M
Per request
Per image
Pricing componentRaw unit priceNormalizedUnit
Prompt tokens$2e-7$0.20 / 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

$0.14Calculated from current list pricing in the ModelsAtlas catalog.
05

Capabilities

CapabilityStatusWhat it means
Visual Understanding✓ SupportedImage 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: Molmo2 8B
MMLU Signal (Reasoning)
74signal
Coding Signal (HumanEval proxy)
74signal
Math Signal (GSM8K proxy)
74signal
Science Signal (GPQA proxy)
74signal
Estimated from metadata — not an official benchmark runAll benchmarks →Methodology →
07

Quick start

Call AllenAI: Molmo2 8B 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/molmo-2-8b",
    messages=[{"role": "user", "content": "Explain quantum physics."}]
)

print(response.choices[0].message.content)
08

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: Molmo2 8B cost?

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

What is the context window of AllenAI: Molmo2 8B?

AllenAI: Molmo2 8B supports up to 37K tokens of context.

Does AllenAI: Molmo2 8B support tool / function calling?

AllenAI: Molmo2 8B does not advertise first-class tool/function calling. Check vendor docs for the latest capabilities.

How do I access AllenAI: Molmo2 8B?

Use the official Allenai API with the model id `allenai/molmo-2-8b`. See the Quick start section above for code examples.