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Image Recognition (IR) has rightly earned its place in the CPG industries toolkit. It’s fast, scalable, and delivers shelf data in near real-time. But here’s the uncomfortable ...
Image Recognition (IR) has transformed how CPG brands capture in-store insights—but even the smartest tech is only as good as the data behind it. In this blog, Fraser Neil, VP of Sales CPG at Trax, explains why poor data quality still quietly sabotages performance, erodes trust with field teams, and prevents AI from delivering on its promise. Clean, consistent reference data isn’t a bonus—it’s the fuel that powers your entire IR engine.
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The dairy category is one of the most high-stakes aisles in the store. Space is limited, demand is high, expiration dates are non-negotiable, and the pressure to stay in stock is c...
In a rapidly evolving market, dairy brands face the challenge of standing out amidst fierce competition. Traditional merchandising strategies are no longer enough to capture the attention of savvy consumers. This article delves into the cold truth about the dairy industry and explores innovative merchandising techniques that can elevate brand visibility and drive sales. Discover how leveraging data-driven insights, creative packaging, and engaging in-store experiences can transform the way consumers perceive dairy products. Join us as we uncover the secrets to smarter merchandising that can help dairy brands thrive in today’s dynamic marketplace.
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When most people think about Image Recognition (IR) in CPG, their mind goes straight to the shelf. Supermarkets. Hypermarkets. Aisles neatly stacked with packaged goods. And to be ...
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AI-powered merchandising is the key to driving sales, staying agile, and deepening customer loyalty. Without customers, you lack sales, but more importantly, you lack a future for ...
AI-powered merchandising is the key to driving sales, staying agile, and deepening customer loyalty.

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