Manufacturers are making more types of products than ever before. According to Deloitte’s Consumer Products Industry Outlook, 95% of consumer product executives report that launching new products is a top priority this year, and 67% are allocating more resources to developing truly novel offerings. That’s driving a sharp increase in SKUs, with factories now producing more product variations on the same lines.

While it’s a great sign of innovation, it’s also a growing challenge for quality inspection on the production line. Traditional machine vision systems were never built to handle such frequent change. They’re typically designed for one job: inspecting a specific product in a particular way with narrowly defined rules. Introduce a slight variation—a different label, cap style, or bottle contour—and the system needs to be paused, reprogrammed, and fine-tuned manually by an expert. Multiply that by dozens of SKUs per line, and the cost, downtime, and complexity become untenable.

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