Case Study
AI-Driven Image Enhancement for Marketplace Listings
Client Profile
Industry: Online Marketplace
Platform Type: Multi-vendor, product-focused
Challenge: Many seller listings were missing images or had poor-quality visuals, making them ineligible for publishing on key platforms like eBay and Amazon.
The Challenge
For marketplace sellers, product images are more than just visuals — they’re a sales requirement. Major platforms like eBay and Amazon strictly reject listings that lack product images or use blurry, low-resolution visuals. Unfortunately, many of the client’s vendors submitted incomplete or poor-quality image sets, which:
- Blocked listings from going live on partner platforms
- Reduced buyer trust and engagement
- Caused manual bottlenecks in seller onboarding
The client needed a fast, scalable, and automated solution to improve visual quality — without requiring more manual labor from their internal teams.
Our AI Solution
We implemented a two-part AI-powered image enhancement and generation pipeline that delivered clean, standardized, and compliant product visuals at scale.
🔧 Technologies Used:
- Diffusion models (for generating synthetic images based on text input)
- AI upscaling tools to enhance resolution and clarity
- Background removal and standardization for brand consistency
- OpenAI + product metadata fusion for text-to-image guidance
🧠 Key Innovations:
- Generated realistic product images when none were available using AI prompts derived from titles, tags, and categories
- Enhanced low-resolution images to meet marketplace standards
- Automated background cleanup to match brand guidelines (white or transparent backgrounds)
- Created scalable outputs formatted to eBay and Amazon specifications (e.g., min resolution, no watermarks, plain background)
Results
Within 2 weeks of deployment:
Metric | Result |
Listings rescued from rejection | ✅ 87% of previously blocked listings recovered |
Image quality improvement | ✅ 10x clearer visuals with AI-enhanced detail |
Manual intervention eliminated | ✅ 0 staff hours spent editing or retouching |
Platform compliance | ✅ 100% alignment with eBay & Amazon guidelines |
Seller satisfaction | ✅ Significant improvement in onboarding speed |
Business Impact
Thanks to the AI-powered image pipeline:
- Sellers no longer needed to supply studio-quality assets
- Listings met the strict visual requirements of external platforms
- Time-to-market for new products was drastically reduced
- The client unlocked new seller acquisition and cross-platform growth
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