clothing / fashion
How to Prepare Clothing Photos for AI Try-On
AI try-on quality starts in the source capture, not only in Studio. Heavy folds, shadows, and clutter make the model guess wrong on cut and color. Below is prep for Kaspi, Wildberries, Ozon, and Shopify without promising perfect fit. Vitrina AI Studio is an independent tool, not an official marketplace partner, and does not guarantee moderation approval or perfect accuracy.
Short answer
Shoot on a hanger or flatlay in even light; remove overlaps and foreign tags. After generation, compare length, print, and color to the real garment. Product video and Reels-from-photo workflows are in development—do not publish video until your Studio version clearly supports it.
Hanger vs flatlay
Hangers show volume; flatlay shows print—catalogs often need both sources. Trust beats a one-time discount: buyers compare thumbnails to reviews and competing listings. Fix the source and Studio mode first—exact card or white background is safer than lifestyle for main images. Plan a content pack: main, texture detail, optional social frame—one SKU, color, and kit everywhere with no shipment surprises.
Train the marketplace owner on basic QA—the designer should not be the only person who sees drift before upload. On Kaspi, Wildberries, and Ozon, preview on a phone—that is how buyers decide in the app. Compare AI output to the source on a monitor: shape, color, pattern, hardware, labels, and kit must match what ships. Reject variants where details drift—regeneration is cheaper than a return or angry review.
Inspect cutout edges, shadows, and reflections—halos and clipped parts hide on phone previews. Read current marketplace seller help: Vitrina AI does not guarantee moderation and is not an official platform partner.
Vitrina AI Studio is an independent tool, not an official marketplace partner, and does not guarantee moderation approval or perfect accuracy.
Light without hard shadows
Two soft side sources reduce fold pits where AI invents fabric. Trust beats a one-time discount: buyers compare thumbnails to reviews and competing listings. Fix the source and Studio mode first—exact card or white background is safer than lifestyle for main images. Plan a content pack: main, texture detail, optional social frame—one SKU, color, and kit everywhere with no shipment surprises.
Train the marketplace owner on basic QA—the designer should not be the only person who sees drift before upload. On Kaspi, Wildberries, and Ozon, preview on a phone—that is how buyers decide in the app. Compare AI output to the source on a monitor: shape, color, pattern, hardware, labels, and kit must match what ships. Reject variants where details drift—regeneration is cheaper than a return or angry review.
Inspect cutout edges, shadows, and reflections—halos and clipped parts hide on phone previews. Read current marketplace seller help: Vitrina AI does not guarantee moderation and is not an official platform partner.
Vitrina AI Studio is an independent tool, not an official marketplace partner, and does not guarantee moderation approval or perfect accuracy.
Mask and contour
Keep contours readable—do not hide pockets or decor with props. Trust beats a one-time discount: buyers compare thumbnails to reviews and competing listings. Fix the source and Studio mode first—exact card or white background is safer than lifestyle for main images. Plan a content pack: main, texture detail, optional social frame—one SKU, color, and kit everywhere with no shipment surprises.
Train the marketplace owner on basic QA—the designer should not be the only person who sees drift before upload. On Kaspi, Wildberries, and Ozon, preview on a phone—that is how buyers decide in the app. Compare AI output to the source on a monitor: shape, color, pattern, hardware, labels, and kit must match what ships. Reject variants where details drift—regeneration is cheaper than a return or angry review.
Inspect cutout edges, shadows, and reflections—halos and clipped parts hide on phone previews. Read current marketplace seller help: Vitrina AI does not guarantee moderation and is not an official platform partner.
Vitrina AI Studio is an independent tool, not an official marketplace partner, and does not guarantee moderation approval or perfect accuracy.
Model pose choice
Neutral poses for marketplaces; creative angles for social after separate QA. Trust beats a one-time discount: buyers compare thumbnails to reviews and competing listings. Fix the source and Studio mode first—exact card or white background is safer than lifestyle for main images. Plan a content pack: main, texture detail, optional social frame—one SKU, color, and kit everywhere with no shipment surprises.
Train the marketplace owner on basic QA—the designer should not be the only person who sees drift before upload. On Kaspi, Wildberries, and Ozon, preview on a phone—that is how buyers decide in the app. Compare AI output to the source on a monitor: shape, color, pattern, hardware, labels, and kit must match what ships. Reject variants where details drift—regeneration is cheaper than a return or angry review.
Inspect cutout edges, shadows, and reflections—halos and clipped parts hide on phone previews. Read current marketplace seller help: Vitrina AI does not guarantee moderation and is not an official platform partner.
Vitrina AI Studio is an independent tool, not an official marketplace partner, and does not guarantee moderation approval or perfect accuracy.
Fit QA
Compare shoulders, hem, armhole; reject proportion shifts. Trust beats a one-time discount: buyers compare thumbnails to reviews and competing listings. Fix the source and Studio mode first—exact card or white background is safer than lifestyle for main images. Plan a content pack: main, texture detail, optional social frame—one SKU, color, and kit everywhere with no shipment surprises.
Train the marketplace owner on basic QA—the designer should not be the only person who sees drift before upload. On Kaspi, Wildberries, and Ozon, preview on a phone—that is how buyers decide in the app. Compare AI output to the source on a monitor: shape, color, pattern, hardware, labels, and kit must match what ships. Reject variants where details drift—regeneration is cheaper than a return or angry review.
Inspect cutout edges, shadows, and reflections—halos and clipped parts hide on phone previews. Read current marketplace seller help: Vitrina AI does not guarantee moderation and is not an official platform partner.
Vitrina AI Studio is an independent tool, not an official marketplace partner, and does not guarantee moderation approval or perfect accuracy.
When to use a real shoot
Premium lines or complex cut may still need live models—AI is not always enough. Trust beats a one-time discount: buyers compare thumbnails to reviews and competing listings. Fix the source and Studio mode first—exact card or white background is safer than lifestyle for main images. Plan a content pack: main, texture detail, optional social frame—one SKU, color, and kit everywhere with no shipment surprises.
Train the marketplace owner on basic QA—the designer should not be the only person who sees drift before upload. On Kaspi, Wildberries, and Ozon, preview on a phone—that is how buyers decide in the app. Compare AI output to the source on a monitor: shape, color, pattern, hardware, labels, and kit must match what ships. Reject variants where details drift—regeneration is cheaper than a return or angry review.
Inspect cutout edges, shadows, and reflections—halos and clipped parts hide on phone previews. Read current marketplace seller help: Vitrina AI does not guarantee moderation and is not an official platform partner.
Vitrina AI Studio is an independent tool, not an official marketplace partner, and does not guarantee moderation approval or perfect accuracy.
Checklist
- sharp source
- product unchanged by AI
- background not misleading
- platform rules checked
- copy matches visuals
FAQ
Can I publish AI photos without manual review?
No. AI can change shape, color, patterns, logos, or small details. Compare every result to the source on a large screen and reject inaccurate variants.
Does Vitrina AI guarantee marketplace approval?
No. The service helps prepare images, but platform rules change and the seller remains responsible for final review.
Is Vitrina AI an official partner of Kaspi, Wildberries, or Ozon?
No. It is an independent tool. Check current marketplace image requirements before upload.
Do I need a professional photographer?
For catalog updates and test listings, a sharp phone photo is often enough. Premium hero campaigns may still need a photographer.
Can I publish without checking on a large screen?
No. Phones hide halos, hue drift, and small defects—compare to the source on a monitor or tablet before marketplace upload.