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Comparison of Meta Muse Image Edit, Moondream: Moondream 3 Preview, Ideogram V4.5 Text to Image
3 modelsmetaMeta Muse Image EditRemove ×moondreamMoondream: Moondream 3 PreviewRemove ×ideogramIdeogram V4.5 Text to ImageRemove ×
What’s differentMeta's Muse Image model does precise edits that change only what you ask, stay coherent across turns, and compose from multiple reference images.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…Generate high-quality images, posters, and logos with Ideogram 4.5, with accurate text rendering and low, medium, or high quality tiers.
DateAug 21, 2026ListedOct 15, 2026ListedSep 30, 2026Released
Listed rate$0.01/ imagefal · all routes ↗$0.30 in / $2.50 out/ 1M tokensPrimeIntellect · via OpenRouter · all routes ↗primeintellect/fp8 · quantization=fp8See provider quotes
Provider endpoints1 endpoint →2 endpoints →1 endpoint →
AA Image ↗2.1Not reportedNot reported1,015.07 ↗Text-to-image · all categories · quality=highIndependent result95% CI 1,000.07–1,030.07 · n=2,888
Context window—32K—
Max output—4.1K—
Parameters———
Image inputNot reportedSupportedNot reported
ReasoningNot reportedSupportedNot reported
Open weightsNot reportedSupportedNot reported

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