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Comparison of Pixelcut Looping Video, Moondream: Moondream 3 Preview, Alibaba: Wan 3.0
3 modelspixelcutPixelcut Looping VideoRemove ×moondreamMoondream: Moondream 3 PreviewRemove ×alibabaAlibaba: Wan 3.0Remove ×
What’s differentTurns one product photo into a loop that ends on its starting frame, with a locked camera and subtle motion or a full spin.Moondream 3 Preview is a vision-language model from Moondream with 9B total parameters and 2B active (mixture-of-experts). It handles visual question answering, captioning, OCR, and visual reasoning over…Can choose clip duration from the prompt; toggle generated audio, prompt expansion and extra thinking before rendering.
DateSep 29, 2026ListedOct 15, 2026ListedAug 19, 2026Released
Listed rateSee provider quotes$0.30 in / $2.50 out/ 1M tokensPrimeIntellect · via OpenRouter · all routes ↗primeintellect/fp8 · quantization=fp8$0.05/ secondDeepInfra · all routes ↗480P · $ cost per second · output second
Provider endpoints0 endpoints →2 endpoints →2 endpoints →
AA Video + Audio ↗2.1Not reportedNot reported1,173.29 ↗Text-to-video · audio evaluated · all categoriesIndependent result95% CI 1,157.29–1,189.29 · n=5,682
AA Video Silent ↗2.1Not reportedNot reported1,135.19 ↗Text-to-video · silent evaluation · all categoriesIndependent result95% CI 1,116.19–1,154.19 · n=3,890
Context window—32K—
Max output—4.1K—
Parameters———
Structured outputNot reportedNot reportedSupported
Image inputNot reportedSupportedSupported
Audio inputNot reportedNot reportedSupported
Video inputNot reportedNot reportedSupported
ReasoningNot reportedSupportedNot reported
Open weightsNot reportedSupportedNot reported

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