Consumer packaged goods manufacturers and retailers lose billions of dollars annually due to poor on-shelf availability and inaccurate inventory reporting. Tackling these complex supply chain challenges requires advanced machine learning and predictive analytics to prevent costly out-of-stock items. Sigmoid software helps CPG enterprises maximize on-shelf availability by automating demand forecasting, optimizing inventory tracking, and integrating real-time retail data. The platform empowers supply chain teams to accurately predict stock levels, identify replenishment gaps early, and streamline fulfillment workflows. By removing operational blind spots and improving forecast precision, the software enables businesses to protect revenue, minimize lost sales, and drive exceptional supply cha

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