@MeganeJon I built a few pipelines inspired by this logic a while ago. It's super handy to have a 'gem' where you just paste the input and it automatically returns structured JSON
After using Gemini Pro in 2026 you only have 3 choices:
- Keep paying while they increase token limits and burn your extra credits
- Hit the wall every 5 hours with compute-based limits
- Cancel the subscription and go back to GPT
(if you're not rich enough to not care)
I already made a prompt for character sheets, so here’s a version just for extracting clothes.
POSITIVE PROMPT
Constraints: 16:9 horizontal, high-end editorial composite photo, split-layout flat lay composition of the garments and accessories from the reference image, studio setting. Composition: Left side (40% of frame): A 2x2 tight grid of four distinct close-up detail shots of individual items or fabric/print details (logo embroidery, stitching, fabric texture, tag details); clean isolated angles derived from the reference image. Right side (60% of frame): Two vertical flat lay shots side-by-side; First: full organized flat lay of all items arranged neatly together (top-down overhead view); Second: each item separated and individually spaced in a clean grid arrangement (exploded flat lay). Clear vertical gutters separating all panels. Environment: Professional minimalist photo studio; uniform off-white or light grey seamless backdrop; soft even overhead diffused lighting with subtle directional shadow to define fabric volume and depth; no harsh shadows. Items: All garments and accessories laid completely flat and wrinkle-free; items arranged with intentional spacing and alignment; no mannequin, no human body, no hands. Materials & textures: Preserve exact fabric colors, print graphics, embroidery, logo placement, textures and material finish exactly as shown in the reference image; faithful reproduction of all surface details. Primary focus (Realism): Realistic fabric micro-texture, visible cotton weave, accurate matte finish on black fabric; accurate orange print color with correct ink texture; no digital smoothing. Color & light: Neutral white balance 5500K; soft high-key lighting; medium contrast; true-to-life fabric tones matching the reference; no color grading or artificial glow. Camera behavior: Top-down flat lay perspective; 50mm–85mm lens aesthetic; deep depth of field; everything in sharp focus; subtle natural grain; zero over-sharpening. Overall aesthetic: Clean editorial flat lay; minimalist fashion catalog or merch lookbook feel; organized, precise, sophisticated.
STRICT NEGATIVES human body, mannequin, hands, person, face, wrinkled fabric, messy arrangement, overlapping panels, fused panels, distorted items, altered colors, changed logo, modified graphics, plastic-looking texture, airbrushed, 3D render, cartoon, watermark, extra text, fake HDR, neon glow, oversaturated, dark backdrop, cluttered background, signature.