Bring a base photo or render, then steer edits with language: relight, restyle, inpaint-scale fixes, or layout tweaks. This path is ideal when you already have composition locked and need variants instead of brand-new scenes.
Use it for product colorways, seasonal wardrobe swaps, background replacements, and subtle beauty retouching where geometry must stay fixed.
Text-only models may hallucinate packaging edges; image to image preserves silhouette while changing materials.
Lower denoise or strength preserves source pixels; higher values allow creative departures. Iterate downward if textures smear, upward if the edit is too subtle.
Describe only what should change; long unrelated prompts bleed into static regions.
Add alt text when exporting for web. Screen readers and SEO both benefit when your CMS stores a plain-language description alongside the asset.