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moondream · Balanced

Moondream 3 Preview

Added Oct 16, 2026

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Use in the app

Moondream 3 Preview is the original 9B mixture-of-experts vision-language checkpoint with 2B active parameters, for visual question answering, captioning, OCR, and visual reasoning. It accepts text or one image with optional reasoning, a 32,000-token context, and up to 4,096 output tokens.

  • Reasoning
  • Vision
Input
Text, Images
Output
Text
Discovery tier
Balanced

Pricing

USD per 1M tokens
Input
$0.30
Output
$2.50

Reference prices as published by the model provider. API example

Specifications

Context window
32K
Max output
4.1K
Average output (7 days)
94 tokens
Longer than 9% of 468 models

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Moondream 3 Preview compared

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Moondream 3 PreviewmoondreamThis modelMistral Code LatestMistralRemove
ProvidermoondreamMistral
Discovery tierBalancedBalanced
AddedOct 16, 2026Jun 2, 2026
Limits
Context window32K256KBest
Max output4.1K32.77KBest
Average output94 tokens—
Pricing, USD per 1M tokens
Input$0.30$0.30
Output$2.50$0.90Best
Capabilities
ReasoningYesNo
ToolsNoYes
VisionYesNo
Structured outputNoYes
Reasoning effort——

Public evaluations

Benchmarks

There are no public benchmark results for these models yet.

Developers

Use it through the API

Noumen’s API is OpenAI-compatible: any Chat Completions client works with a base URL and a key.

Read the quickstart
curl https://www.noumen.xyz/api/v1/chat/completions \
  -H "Authorization: Bearer $NOUMEN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "moondream/moondream3-preview",
    "messages": [{ "role": "user", "content": "Explain this stack trace." }]
  }'
import os
from openai import OpenAI

client = OpenAI(base_url="https://www.noumen.xyz/api/v1", api_key=os.environ["NOUMEN_API_KEY"])
reply = client.chat.completions.create(
    model="moondream/moondream3-preview",
    messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)

moondream

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