A copy-paste library for Gemini, ChatGPT, Midjourney, or any AI image tool — poses, lighting setups, backgrounds, and marketplace-compliant white background prompts. Built for online sellers, not hobbyists.
Amazon main images require a pure white background with no props or text. These prompts spell that out so the AI doesn't improvise.
Professional ecommerce main-image photo: Indian female model, mid-20s, medium build, wearing a solid teal fit-and-flare midi dress, standing perfectly straight facing camera, arms relaxed at sides, neutral pleasant expression, plain pure white seamless studio background (RGB 255,255,255) filling the entire frame, even high-key softbox lighting from both sides with a fill from the front, zero shadows on the background, garment fills roughly 85% of frame height, full-body head-to-toe framing, 85mm lens at f/8, everything in sharp focus, no props, no text, no watermark, photorealistic, 1:1 aspect ratio.
Flipkart-style listing photo: Indian male model, early 30s, wearing a checked cotton casual shirt in navy and white with rolled-up sleeves and dark blue jeans, standing at a slight three-quarter angle with one thumb hooked in a pocket, plain white seamless background, bright even studio lighting with no background gradient, full-body vertical frame, 3:4 aspect ratio, crisp fabric detail, photorealistic catalog quality.
Ghost-mannequin alternative on model: Indian female model wearing an unstitched-look co-ord set in beige linen, photographed against pure white with the camera slightly above chest height angled down, both front panels and drape clearly visible, hands slightly away from the body so the silhouette reads cleanly, shadow-free high-key lighting, three-quarter framing head to mid-calf, photorealistic.
Size-inclusive catalog shot: plus-size Indian female model wearing a wrap-style floral maxi dress in navy with small white flowers, confident relaxed stance facing camera, plain pure white seamless background, even soft lighting that flatters the drape without harsh shadows, full-body frame, 85mm lens, photorealistic marketplace-compliant style, 3:4 crop.
Category 2
Pose Library
Swap the pose line into any prompt. Different poses sell different garments — flare needs motion, fit needs a straight stance.
Walking pose: Indian female model mid-stride walking toward camera, front leg extended, gentle arm swing, fabric of the outfit moving naturally with the step, eyes past the camera, light grey studio background, even soft lighting, full-body frame, 85mm lens, fashion-week runway energy, photorealistic.
Three-quarter turn: model standing with body rotated 45 degrees from camera, face turned back toward lens, weight on the back foot, front hand lightly touching the garment hem — a pose that shows both the front and side seam of the outfit, neutral warm-grey backdrop, single large softbox key with reflector fill, three-quarter framing, photorealistic.
Seated editorial pose: Indian model seated on a low wooden stool, knees angled to one side, back straight, hands stacked on the upper knee, outfit arranged to show the drape pooling naturally, plain warm-beige studio wall, soft directional window-style light from camera left, full-body composition with floor visible, 50mm lens, photorealistic.
Over-the-shoulder look-back: model facing away from camera at a 60-degree angle, looking back over the shoulder with a soft smile, showcasing the back design of the garment — back neckline, tie details, and fall clearly visible, clean light background, soft even lighting, waist-up framing, 85mm lens, photorealistic.
Candid adjust pose: Indian male model adjusting his shirt cuff while glancing down, natural half-smile, slight lean against a plain concrete wall, relaxed menswear-catalog realism, soft diffused daylight from one side, three-quarter framing, 50mm lens, photorealistic lifestyle-catalog hybrid.
Category 3
Lighting Setups
Lighting language changes everything. These prompts isolate one lighting recipe each — combine with any pose above.
High-key studio: Indian female model in a pastel outfit photographed with classic high-key lighting — two large softboxes at 45 degrees on either side, white bounce fill below, background lit separately to pure white, virtually shadowless, bright airy commercial look, full-body frame, 85mm lens, photorealistic.
Golden hour outdoor: model in an earth-toned outfit standing in an open field 20 minutes before sunset, low warm sun behind and to the left creating rim light on the hair and shoulders, reflector fill on the face, long soft shadows, gentle lens flare, 85mm at f/2, warm cinematic grade, photorealistic.
Single-softbox moody: Indian male model in a dark structured blazer against a charcoal grey backdrop, one large octabox at 45 degrees camera left as the only light, deep controlled shadows on the unlit side, subtle background falloff vignette, premium menswear-brand mood, waist-up framing, 85mm lens, photorealistic.
Soft window light: model in a light cotton outfit beside a large north-facing window with sheer white curtains, soft directional daylight wrapping around the face and fabric, gentle natural shadows, no artificial lights, calm editorial-lifestyle mood, three-quarter framing, 50mm lens at f/2.2, photorealistic.
Category 4
Background Recipes
Beyond white: backgrounds for secondary images, ads, and social that stay clean enough to keep the garment dominant.
Solid colour studio: Indian female model in a mustard yellow outfit against a solid dusty-rose seamless paper backdrop, complementary colour styling, even soft lighting with a subtle background gradient from the top, full-body frame with generous negative space above the head for text, 85mm lens, modern D2C brand aesthetic, photorealistic.
Textured neutral wall: model in a white linen outfit against a hand-plastered lime-wash wall in warm sand tones, soft raking light revealing the wall texture without competing with the garment, terracotta pot with dried grass at the far edge of frame, earthy minimal editorial style, three-quarter framing, photorealistic.
Urban India lifestyle: Indian model in smart-casual wear crossing a tree-lined Bengaluru street with old bungalows and a parked scooter softly blurred behind, dappled morning light through the canopy, candid walking pose, 35mm lens, shallow depth of field, relatable premium-lifestyle mood, photorealistic.
Minimal architectural: model standing in a sunlit archway of a whitewashed heritage building, strong geometric shadow lines across the floor, outfit in a bold solid colour popping against the white architecture, symmetrical centred composition, full-body frame, editorial lookbook style, photorealistic.
Category 5
Menswear & Diverse Models
Indian ecommerce serves every body and every region — specify the model deliberately instead of accepting the AI's default.
Menswear catalog: Indian male model, athletic build, neatly trimmed beard, wearing a slim-fit olive chino and white crew-neck t-shirt with a denim overshirt, standing three-quarter with arms loosely crossed, plain light-grey studio background, twin softbox lighting, full-body frame, 85mm lens, photorealistic ecommerce menswear style.
Mature-model shot: elegant Indian woman in her 50s with silver-streaked hair in a low bun, wearing a handloom cotton saree in slate blue with a thin silver border, warm confident smile, plain warm-ivory studio backdrop, soft flattering butterfly lighting, three-quarter framing, photorealistic — representing the premium ethnic-wear buyer.
Petite-frame catalog shot: petite Indian female model wearing a knee-length A-line kurti in coral, styled to show true length proportions on a shorter frame, standing straight facing camera, plain white seamless background, even soft lighting, full-body frame with accurate proportions, photorealistic — helps petite buyers judge length.
Regional-styling shot: Indian male model wearing a crisp white mundu with a gold kasavu border and a matching white shirt, standing in a sunlit Kerala courtyard with a wooden pillared veranda behind, relaxed dignified pose, soft tropical morning light, full-body frame, culturally accurate detail, photorealistic.
Consistency warning: text-to-image tools invent a new face every run — your catalog ends up with a different "model" on every listing. CatalogX lets you pick one of 40+ Indian models and reuse the same model across your whole catalog.
The Catch
The problem with prompting
Prompts control the scene, but not the product. For a real store, the product is the one thing that can't be invented.
The garment is always invented
Whatever you describe, the AI generates a new garment — colour shade, print, stitching, and trims shift between generations. It never photographs the item in your warehouse.
No model consistency
Each generation creates a new face and body. Catalogs need one recognisable model across dozens of products — nearly impossible with pure prompting.
Try-on flips the workflow
CatalogX starts from your real garment photo and generates the model around it. The product stays pixel-accurate; you choose the model, pose, and background with clicks.
Built for Indian ecommerce
40+ diverse Indian models, 50+ backgrounds, 14+ garment types, ~30 seconds per shot — from flat photo to on-model image without writing a single prompt.
Policies vary by marketplace and change over time. Meesho restricts AI-generated imagery in some categories; Amazon and Flipkart focus on image quality and accuracy rules. Everywhere, the product shown must accurately match what ships to the buyer. Check each platform's current image policy before uploading.
Gemini and ChatGPT follow long structured prompts (pose + lighting + lens + background) reliably; Midjourney produces more stylised fashion looks from shorter prompts. All generate the garment from text, so the clothing is invented — use virtual try-on when the exact product must appear.
Yes. Copy, adapt, and reuse every prompt on this page for personal or commercial work — no attribution required.
It's difficult. Text-to-image tools generate a new face and body each run, so a 50-product catalog ends up with 50 different "models". Some tools offer character-reference features that help partially. CatalogX solves this directly — pick one of 40+ Indian models and reuse the same model across your entire catalog.
Six elements: model description (age, build, ethnicity), exact garment details, pose, background, lighting (softbox, golden hour, high-key), and camera/framing (85mm, full-body, 3:4). Ending with "photorealistic" and an aspect ratio improves consistency.