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Why Multimodal LLMs Miss Products in E-Commerce Catalogs (And How to Fix Your Data)

Why Multimodal LLMs Miss Products in E-Commerce Catalogs (And How to Fix Your Data)

A 2026 study by GS1 India and Kanvic Consulting assessed 510 product listings across eight e-commerce, quick-commerce, and e-pharmacy platforms. It found that 14% of the products failed to meet an 80% data-quality benchmark, while 27% failed the benchmark for data completeness. For multimodal LLMs, incomplete product details can make it harder to distinguish items […]

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Google Merchant Center guide

Google Merchant Center Guide: How to Set Up, Fix Feed Errors, and Increase Sales

When you open your online store, you want your products to appear right at the top of Google when shoppers are ready to buy. That prime spotlight is powered by Google Merchant Center, the engine that sends your product photos, prices, and stock levels directly to Google Search, Images, and YouTube. Here is why your […]

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