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Comparison of Seed-2.0-code, ByteDance Seed: Seedream 5.0 Pro, Moondream: Moondream 3 Preview
3 modelsByteDanceSeed-2.0-codeRemove ×bytedance-seedByteDance Seed: Seedream 5.0 ProRemove ×moondreamMoondream: Moondream 3 PreviewRemove ×
What’s differentA coding model optimized for real-world development environments, with reliable tool use in common IDEs such as Claude Code. It delivers strong front-end performance and supports Skills.Choose standard or fast prompt enhancement; accepts extreme aspect ratios up to 16:1 within a 2K-square pixel budget.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…
DateApr 29, 2026ListedJul 8, 2026ReleasedOct 15, 2026Listed
Listed rate$0.50 in / $3.00 out/ 1M tokensDeepInfra · all routes ↗$0.0675/ imagefal · all routes ↗Area ≤ 1536x1536 pixels$0.30 in / $2.50 out/ 1M tokensPrimeIntellect · via OpenRouter · all routes ↗primeintellect/fp8 · quantization=fp8
Provider endpoints1 endpoint →2 endpoints →2 endpoints →
AA Image ↗2.1Not reported1,100.01 ↗Text-to-image · all categoriesIndependent result95% CI 1,089.01–1,111.01 · n=11,391Not reported
Context window256K—32K
Max output——4.1K
Parameters———
Image inputNot reportedSupportedSupported
ReasoningNot reportedNot reportedSupported
Open weightsNot reportedNot reportedSupported

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