The integration of data science and machine learning within operations management significantly enhances the tracking of sales and commissions across multiple lines. This involves the division of commission assignments with precise tracking and a comparison between earned and collected commissions. Analyzing shipments that span various lines and channels allows for a more comprehensive understanding of the design-in pipeline, which can expedite the closing of design-ins through AI-driven action suggestions. Additionally, visualizing each team member's contributions to the pipeline can improve accountability and performance. Design-in tracker reports are tailored for principals, facilitating one-on-one reviews with sales teams to ensure alignment and focus on goals. The analysis of multi-channel shipment data involves preprocessing and cleaning to derive actionable insights, while also tracking customer purchases across diverse channels and lines. Consolidated shipment reports and distributor analysis, including point of sale, point of purchase, and inventory levels, are critical for informed decision-making. The system also offers reports, integrations, and APIs compatible with most CRM systems, ensuring that automatic updates and tailored reports are delivered effectively to the respective partners' CRMs. Furthermore, it manages design-in registrations, call reports, and design-trackers, all within an intelligent cloud application specifically designed for manufacturers and their representatives, thereby streamlining operations and enhancing productivity. By leveraging these advanced tools, organizations can optimize their sales processes and improve overall operational efficiency.