AI art upscaler for generated images

Use the original generation or highest-quality saved output rather than a screenshot. Preserve prompt, seed, model, version, edit history, masks, color decisions, and any licensed references when they are part of the production record. If a source has already passed through multiple image generators, face restorers, sharpeners, or social platforms, identify those steps because another enhancement may compound repeated eyes, false text, edge halos, and overspecified skin or fabric.

Mark the intentional characteristics before review: soft paint transitions, rough ink, grain, impasto, flat graphic fields, asymmetric anatomy, abstract symbols, limited palettes, or negative space. The upscaler does not know which irregularities are authored. Choose a representative crop containing the primary subject, smallest important feature, hardest texture, gradient, text-like mark, and boundary between foreground and background.

Compare composition, silhouette, face and hand structure, costume, props, repeated motifs, palette, brush direction, grain, and edge softness. Reject new jewelry, altered eyes, different fingers, readable-looking nonsense, signature-like marks, duplicated objects, texture pasted across flat areas, or sharpening that changes the visual hierarchy. An output can look technically detailed while feeling like a different artist or character.

For a series, test all recurring characters and style families; one approved image does not guarantee consistency. Keep a reference sheet and use human review for logos, lettering, maps, diagrams, symbols, culturally sensitive elements, and any claim presented as factual. Replace typography from an authoritative design file. Upscaling cannot verify provenance, remove training-data concerns, or make a generated image safe for every commercial use.

Calculate the pixels needed from physical print size and intended density, or from the actual display and crop requirement. Test the final color profile, sharpening, paper, bleed, compression, and viewing distance. A poster may expose texture repetition, while a card or web thumbnail may need only a modest factor. Choose the lowest output that preserves the style and passes production; extra pixels are not free when they add review and retry work.

Record the source generation, rights basis, scale, estimate, result dimensions, reviewer, and accepted usage. Keep the source and layered design files outside the service. Confirm licenses and disclosure requirements for models, references, clients, marketplaces, contests, and jurisdictions relevant to the project. Uploaded files use managed storage and an external provider, and an upscale does not transfer ownership or guarantee copyright eligibility.