Retail Data, Recalibrated: Getting Closer to the Truth on Shelf
At Analytics Unite, we explored a critical issue facing brands, companies, and retailers today: the disconnect between what retail data says is happening and the reality on the shelf. With the overwhelming amount of data available, it’s not a lack of data that’s the problem — it’s clarity and actionable insights from that data.
Data says one thing. Store reality says another.
Have you ever received an inventory management report claiming your product is perfectly in stock, yet sales won’t budge? Or seen an out-of-stock (OOS) alert despite strong inventory levels and recent deliveries? This disconnect between inventory tracking systems and real-time shelf inventory is costing brands significant profitability.

Haleon leveraged Trax’s AI-powered inventory management solution to optimize workflows and better understand the root causes of out-of-stock issues across a specific retailer. Though receiving retailer data, it didn’t reflect what Haleon saw in real-time shelf stocking and inventory levels, limiting their ability to act.
By combining real-time shelf monitoring via computer vision, data from shoppers through Shopkick, and field merchandisers’ insights, Haleon moved from assumptions to actionable insights. This real-time data and real-time tracking allowed the team to identify critical inventory management challenges such as:
With this new layer of visibility and automation, Haleon not only diagnosed problems but partnered with retailers to implement corrective actions that led to:
CPG companies are adopting machine learning and automation to transform how they manage real-time inventory and shelf stocking, but many remain overwhelmed by sheer data volume. According to industry research, over 70% of CPG leaders have adopted AI solutions in at least one business area, highlighting the growing importance of smart shelves and digital shelf analytics.
What brands need are sharper insights across platforms—from KPIs to inventory tracking—to optimize merchandising, streamline supply chain operations, and improve customer satisfaction by ensuring product availability.
Let’s talk. The truth is on the shelf — and we’ll help you find it with scalable, end-to-end inventory management solutions that reduce lost sales and drive cost savings.
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