workflow / SaaS / business
How to Check the Quality of AI Product Cards
Quality is not “designer taste”—it is product match and platform compliance. One checklist reduces fights between marketing and marketplace ops. Below are approve/reject steps. Vitrina AI Studio is an independent tool, not an official marketplace partner, and does not guarantee moderation approval or perfect accuracy.
Short answer
Two reviewers on disputed SKUs; before/after archive; tie to AI quality page. No fully automatic accuracy guarantee. Product video and Reels-from-photo workflows are in development—do not publish video until your Studio version clearly supports it.
Level 1: automatic stops
Stop: watermarks, foreign logos, empty frame, obvious artifacts. 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.
Level 2: source match
Match shape, color, pattern, hardware at 100% edge zoom on a monitor. 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.
Level 3: edges and shadows
Natural shadows; no halos; transparent parts not clipped. 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.
Level 4: listing copy
Copy and kit match the frame. 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.
Level 5: spot audit
Every 5–10 batch SKUs get full 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.
Team training
Refresh checklist quarterly from return logs. 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.