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Comparison of Seed-2.0-code, Topaz Upscale Image Creative, Ideogram V4.5 Text to Image
3 modelsByteDanceSeed-2.0-codeRemove ×topazTopaz Upscale Image CreativeRemove ×ideogramIdeogram V4.5 Text to ImageRemove ×
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.Professional creative image upscaling powered by Topaz Labs. Bloom 2 reinvents detail with adjustable creativity and color preservation. Best for AI-generated images that need striking enhancement.Generate high-quality images, posters, and logos with Ideogram 4.5, with accurate text rendering and low, medium, or high quality tiers.
DateApr 29, 2026ListedAug 11, 2026ListedSep 30, 2026Released
Listed rate$0.50 in / $3.00 out/ 1M tokensDeepInfra · all routes ↗See provider quotesSee provider quotes
Provider endpoints1 endpoint →0 endpoints →1 endpoint →
AA Image ↗2.1Not reportedNot reported1,015.68 ↗Text-to-image · all categories · quality=highIndependent result95% CI 1,000.68–1,030.68 · n=2,634
Context window256K——
Max output———
Parameters———

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