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It's Black Friday. Your e-commerce platform generates AI-powered ads for 50,000 merchants — headlines, images, the products. A merchant uploads a product page. Your model reads it, understands what they are selling, and writes a headline that converts. In staging, everything looks great: sharp copy, strong images, low latency. You ship it with confidence.
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