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What I learned building an AI product image workflow for ecommerce sellers

DEV Community·yang rui·25 days ago
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#ai#ecommerce#sass#webdev#product#background
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I have been building LoomaDesign, an AI tool for ecommerce product visuals. https://loomadesign.ai/ At the start, the product sounded simple enough: help sellers create better product images. After working through the actual use cases, I realized the hard part is turning a product photo into assets that can survive real ecommerce usage. A seller may start with one decent product image. That image then needs to become a clean product-first visual, a lifestyle scene, a Shopify gallery image, an Amazon secondary image, an ad crop, an A+ module asset, and sometimes a higher-resolution source for future edits. That is a different problem from generating a nice standalone image. The product has to remain true Most AI image demos are judged full screen. Ecommerce images are judged in worse conditions: small thumbnails, mobile product pages, compressed marketplace uploads, zoom views, and side-by-side comparison with other products. That changes the product requirements.…

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