An image model user wants a compact FLUX or SDXL-style product prompt.
premium product photography, subject inspired by reference image, accurate material texture, clean neutral background, soft diffused studio light, crisp edges, realistic shadow, high-resolution commercial image, controlled composition, ecommerce-ready, original design-safe visual
blurry, warped geometry, fake logo, unreadable text, duplicate product, cluttered background, low quality, oversaturated color
FLUX and SDXL prompts benefit from compact visual cues plus a separate negative prompt.
Flux image-to-prompt teardown: keep the positive prompt compact and move failure modes into the negative prompt.