In fact, some latest innovations not only detect faulty planograms, but also provide likely causes such as shelf issue, supply chain issue and theft, and recommend corrective actions such as shelf replenishment, correcting stock locations, etc. These artificial intelligence (AI) algorithms are able to address various complexities such as multiple facings of products, varying light intensity, packaging variations, and multiple shapes & sizes of SKUs. When it comes to planogram compliance solutions, it began with image processing based solutions for ensuring shelf planogram compliance, to more advanced computer vision and deep learning based shelf scanning solutions to detect products at near 100% accuracy. For planogram planning and design solutions, it started from virtual planogram designs in 2D and 3D, to data driven optimization of shelf product placements based on sales forecasts, to virtual reality-based planogram design solutions.
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