Prompts tagged "一致性" in the PromptCraft library.
The most painful part of e-commerce lifestyle shots is 'each of the four images looking like it came from a different shoot': generating them in four separate passes almost always shifts the product's appearance and lighting. This approach instead generates a single 2x2 four-panel grid in one pass — since all four panels share the same generation, consistency is far more stable than generating separately. The trade-off must be stated plainly: each panel is only a quarter of the full image's resolution, small text on product labels may come out blurry, and you'll need to upscale or regenerate individual panels when you need a larger image.
The old problem with generating recipe step photos separately: the countertop, cookware, and lighting jump around from shot to shot, and readers spot the inconsistency immediately. This approach generates a single grid in one pass to lock consistency, then constrains ingredient state progression with the rule 'each panel must be a plausible continuation of the one before it.' Limitation: the more panels, the smaller each one gets — split into two images past six panels, and the second image needs to repeat the same countertop and lighting setup to connect properly.
Convert a portrait into a watercolor, 3D, anime, or other style while keeping the face consistent and unwarped.