List of the Top Demand Planning Software in 2025 - Page 2

Integrating various systems can be quite challenging; however, with Zip Forecasting, we've simplified this process significantly. Our point-of-sale integration tool enables you to complete the setup in less than 10 minutes, so you can immediately begin creating your sales and transactions forecasts for the upcoming week. With a single click, you can produce detailed forecasts that break down data into 15-minute increments, guaranteeing exceptional accuracy. When you use these forecasts alongside Zip Schedules, your ability to manage labor becomes more effective, reducing issues related to both overstaffing and understaffing. Furthermore, integrating Zip Inventory ensures you are always aware of when to restock. If you expect increased sales due to an upcoming event or anticipate lower sales because of bad weather, Zip Forecasting allows you to seamlessly adjust forecasts based on future weather conditions and events, with the flexibility to modify sales and transactions on a daily basis and in 15-minute intervals for enhanced precision. This versatility not only keeps you aligned with shifting demands but also empowers you to optimize your operations for maximum success, ultimately leading to improved business performance.

Elevate your competitive edge by leveraging the powerful capabilities of the Quantics engine, which significantly improves forecasting results. Build a strong quantitative framework that effectively supports your decision-making processes. Utilize an AI-powered approach to optimize your forecasting practices, allowing you to gain back precious time. Delve into cutting-edge forecasting methods specifically crafted for products with distinct demand characteristics. Benefit from a solution tailored to your unique requirements while considering all pertinent internal and external factors to achieve precision. Experience the advantage of automated model updates that adapt to market changes, facilitating faster decisions and enhanced outcomes. Employ intelligent feedback systems that merge human expertise with machine efficiency for superior results. Attain forecasts across diverse timeframes and aggregation levels, ensuring a unified planning strategy. Effortlessly produce accurate predictions without the need for specialized data science knowledge, and take advantage of a modern approach specifically designed for your industry. This all-encompassing solution not only boosts efficiency but also equips you to maintain a leading position in an ever-evolving market environment. Additionally, by integrating these innovative strategies, you can foster a culture of continuous improvement and adaptability within your organization.

Garvis is set to transform the landscape of Artificial Intelligence in the realms of forecasting and demand planning by creating a system that is easy to use, widely accessible, and fully transparent, while also allowing planners to retain control throughout the entire process. As the pioneering bionic demand planning solution, we enable a significant evolution in man-machine collaboration. Our methodology integrates extensive data accessibility with a transparent, user-trainable AI, empowering planners to craft the most effective strategies for anticipating future demands. In light of today’s unpredictable market conditions, there is an urgent requirement for a revolutionary demand planning framework that enables planners to swiftly adapt to changes with accuracy and confidence. Discover how you can gain actionable insights into demand forecasting and benefit from a streamlined one-day implementation that can optimize your operations. Garvis elevates your Excel reports by incorporating user-trainable AI and includes an integrated data wrangler that proficiently organizes data into a clear historical narrative, covering sales and master data, ensuring you can begin the process in as little as one hour. Furthermore, this groundbreaking system not only simplifies the planning experience but also fosters proactive modifications based on ongoing real-time data evaluations, thus enhancing overall effectiveness. Overall, Garvis empowers teams to stay ahead of market trends and make informed decisions with remarkable agility.

Enhance your manufacturing processes with Deskera MRP, which allows you to calculate production costs, manage inventory levels, and strategically plan your purchasing and production needs for greater efficiency. This platform empowers you to supervise all aspects of your manufacturing operations, including material resource planning, management of work orders, and monitoring of finished goods. You can streamline the process by automating the generation and allocation of work order tasks, while also tracking their progress and completion in real time. Moreover, it provides the capability to manage resources, expenses, and timelines associated with each work order, resulting in heightened accuracy and operational productivity. By forecasting customer demand accurately, you can adjust inventory levels to be better prepared for upcoming sales. This system also enables precise predictions of customer requirements, which in turn optimizes your supply chain performance. Deskera simplifies the creation of production plans, allowing you to allocate resources, set schedules, and oversee the entirety of your workflow effortlessly on a single platform. Additionally, its robust analytics features facilitate monitoring of production costs and the enhancement of overall efficiency, while offering valuable insights that can refine your long-term operational strategies. With Deskera, you not only gain clarity on immediate production needs but also position your business for sustained growth and adaptability in a competitive market.

Logility presents a holistic, AI-driven approach to supply chain management that aims to boost both operational efficiency and strategic decision-making. Its Decision Intelligence platform seamlessly combines demand planning, inventory management, supplier oversight, and order fulfillment into one cohesive system. With advanced AI features, including the Logility Expert Advisor (LEA), the platform equips supply chain professionals with immediate insights and actionable recommendations, facilitating quicker and more informed decisions. Tailored for scalability, Logility delivers comprehensive supply chain solutions that assist organizations in managing complexities and uncertainties, all while enhancing overall performance. As businesses continue to evolve, having such a robust system becomes essential for maintaining a competitive edge.

Quickly leverage data from multiple channels and teams to improve forecasting accuracy. Adapt and visually review strategies at all levels of the organizational hierarchy with ease. Assess both constrained and unconstrained forecasting scenarios to guarantee effective and agile planning. Carry out inventory management simulations seamlessly to optimize stock levels. Strategically allocate scarce inventory to mitigate stockouts and minimize associated risks. Adjust dynamic inventory levels and forecasting methods instantaneously to respond to market changes. Efficiently identify products and accounts that need urgent intervention. Ensure a central repository for real-time data on stock availability, items in transit, and planogram layouts. Methodically prioritize all store-item combinations to create precise orders and allocations across various platforms. Conduct interactive "what-if?" analyses to refine receipt strategies and strengthen order management processes. This holistic strategy equips teams with the insights needed to make well-informed decisions confidently, ultimately enhancing overall operational effectiveness.

Prophecy provides a secure and intuitive platform that enables users to leverage top-tier forecasting tools seamlessly. Its dynamic and adaptable environment, akin to a pivot table, equipped with real-time graphs, facilitates informed judgmental forecasting. By achieving a more precise sales forecast, businesses can optimize their expenses and enhance their planning strategies. This comprehensive system consolidates forecasting, analysis, and reporting into a single interface. You can merge Quantity and Revenue forecasts for a unified perspective on both historical and future performance. Additionally, you can strategize across various hierarchies of Customers and Products. The platform supports the organization and management of forecasts, budgets, and plans by continually comparing them against previous budgets and last year's data. It also features integrated tools for measuring accuracy, allowing users to assess sales forecast reliability and learn from prior errors more promptly. By utilizing sales forecasting spreadsheets, you can significantly boost forecaster productivity, leading to quicker implementation and reduced costs. Current Prophecy users have successfully integrated their systems with SAP, Microsoft Dynamics, Sage, and other software like NetSuite, enhancing their operational efficiency even further. This integration not only streamlines processes but also provides a cohesive environment for financial decision-making.

Planisware Enterprise enables you to define your strategic goals and effectively align your portfolios, projects, and teams to positively influence your financial outcomes. The Planisware Orchestra platform facilitates informed project decision-making across your entire portfolio while helping you advance to a higher level of operational maturity. Additionally, Planisware Enterprise seamlessly integrates budgets, forecasts, schedules, resources, and actual performance data. Esteemed global companies like Ford, Philips, and Pfizer, along with innovative mid-sized firms such as Zebra, Beam Suntory, and MSA Safety, trust Planisware to oversee their project pipelines. With Planisware, you can articulate your strategic vision and assess outcomes through various tools, including roadmaps, budgets, and investment buckets. By utilizing simulations and investment scenarios, you can define, prioritize, manage, and monitor your collection of projects effectively. Moreover, you can enhance visibility into your resources and manage them through capacity planning, resource scheduling, time tracking, and more. Ultimately, effective project management is achieved by controlling costs, scheduling tasks, and overseeing deliverables to ensure successful outcomes. This comprehensive approach not only streamlines project execution but also fosters a culture of accountability and transparency within your organization.

Kepion is a cloud-driven business planning solution that integrates Microsoft Business Intelligence, offering a comprehensive platform for budgeting, forecasting, BI reporting, and user-friendly modeling technology, all in one centralized location, which allows organizations to tailor their planning applications to their operational needs. This software is suitable for businesses ranging from small to large enterprises and includes features such as custom applications, a complete BI platform, online accessibility, adaptable integration options, and real-time data processing capabilities. Kepion allows departments such as sales, finance, operations, marketing, and HR to create customized planning applications that align with their specific workflows, providing tools for review planning, sales forecasting, budgeting, workforce allocation, and project management. Users have the ability to explore 'what-if' scenarios and seamlessly integrate Kepion with their existing systems to automatically import data from ERP, CRM, or SCM platforms, facilitating comprehensive planning, monitoring, and data analysis on a unified dashboard. Additionally, the intuitive dashboards empower users to oversee and manage projects effectively, offering immediate access to critical performance metrics that support ongoing evaluation and decision-making processes. This innovative approach to business planning enhances collaboration across departments and drives more informed strategies for achieving organizational goals.

StockIQ's forecasting structure delivers comprehensive insights at both the product-group and category levels, enabling teams to establish a unified understanding of projected volumes and revenue. Additionally, StockIQ actively supervises your warehouse inventory and provides alerts in the event of any issues. To enhance your inventory management, the system suggests organized transfers to optimize balance. By evaluating your promotion history, StockIQ identifies key elements that influence promotional responses, facilitating precise predictions of subsequent promotions' impact on demand. Furthermore, StockIQ's supplier management feature employs historical receipt data to calculate lead times effectively. It meticulously monitors the performance of all vendors and maintains a record of order dates, both pre- and post-adjustment, allowing you to assess which suppliers consistently meet deadlines and which do not. In addition, StockIQ assists in forecasting the expiration timing of certain products, identifies surplus inventory, and keeps track of newly introduced items, in addition to monitoring back-ordered stock. This comprehensive approach ensures that users can effectively manage their supply chain and make informed decisions.

kohPlan is an innovative merchandise financial planning tool designed specifically for businesses experiencing swift growth and transformation. It enables accurate forecasting of inventory, sales, and profitability across all levels of the organization, tailored to align with your unique business strategies at no additional cost. Compared to alternative solutions on the market, its implementation is both rapid and budget-friendly. We guarantee that it will meet the critical needs of your planning processes and methodologies. Acknowledging the necessity for a planning solution that effectively bridges existing gaps, kohPlan is particularly beneficial for smaller firms that are growing but are cautious about significant investments in software. Furthermore, it supports organizations that are in transition, particularly when existing technologies are inadequate for their evolving needs. There may also be situations where your organization requires specific functionalities that other providers cannot easily accommodate, and kohPlan is adept at addressing these unique challenges. By choosing kohPlan, you will not only gain a robust financial planning resource but also the ability to adapt and succeed in an ever-changing business environment. Our commitment is to empower your organization with the tools it needs to excel and navigate future developments with confidence.

Smoothie® Server emerges as a powerful on-premise solution for Sales and Operations Planning (S&OP), known for its scalability and rich features. Users have the option to employ it solely for forecasting and demand planning or to expand its functionality by adding modules that focus on inventory planning, optimization, and finite capacity planning. This platform is designed to accommodate numerous simultaneous users and allows for automated two-way integration with current host systems, showcasing its efficiency in managing high-volume, multi-user planning tasks. Moreover, it emphasizes strong security protocols and supports a wide range of concurrent access. With dedicated modules for forecasting, demand planning, and comprehensive S&OP processes, businesses can customize the system to meet their unique requirements. Its ability to seamlessly integrate with enterprise systems not only streamlines processes but also boosts overall operational efficiency. Ultimately, the versatility and robust features of Smoothie® Server make it an ideal choice for businesses aiming to enhance their planning capabilities.

We develop, manage, and implement predictive software solutions that utilize advanced data science and machine learning methodologies. Our software offerings are tailored for major e-commerce companies and retail chains, using machine learning techniques to forecast sales and improve inventory distribution in both stores and warehouses. Moreover, we provide a customized product recommendation system for online retailers that employs real-time Bayesian networks to deliver tailored product suggestions to visitors shopping on e-commerce platforms. In addition, we have created an automated pricing recommendation tool that enhances profitability by examining statistical models related to price and demand elasticity. Our services also encompass an API that identifies the most efficient routes for batch picking in a retailer's warehouse, leveraging sophisticated shortest path graph algorithms to enhance operational efficiency. Through these cutting-edge solutions, we strive to empower businesses to effectively address their customers' demands while optimizing their overall operations, ensuring they stay competitive in a rapidly evolving market. Ultimately, our goal is to foster innovation that drives success for our clients.

DemandCaster provides a cloud-based software solution tailored for adaptable supply chain planning, allowing users to effectively address their most significant planning challenges both now and during future growth. The platform effortlessly integrates with nearly any ERP system, streamlining the transition of master production schedules to improve purchasing and production workflows while consistently gathering operational data to enhance requirement strategies. Companies around the globe utilize DemandCaster's supply chain planning tools to stay ahead of the competition, gaining valuable insights and flexibility in a constantly evolving market. Their all-encompassing and user-friendly solutions encompass every facet of supply chain management, including inventory forecasting, demand forecasting, production and capacity planning, sales and operations planning, and multi-location planning. By employing DemandCaster, organizations can convert agile supply chain planning into a proactive system that drives ongoing enhancements in efficiency, profitability, and growth, which ensures they are adequately prepared for future challenges. As such, it serves as a vital resource for any business seeking to optimize their supply chain processes effectively, ultimately promoting long-term success and resilience in their operations.

Edge 226 is a worldwide leader in offering technology solutions driven by data, emphasizing the provision of innovative tools that facilitate effective and transparent user acquisition for its clients. Among its suite of offerings, Peak DSP stands out as the flagship product, functioning as a Performance-Driven Demand-Side Platform that supports programmatic purchasing to enhance user acquisition and retention. Peak DSP is equipped with several advanced features, including an AI-driven algorithm designed to optimize and forecast various install and follow-up events, such as registrations, subscriptions, purchases, and other user actions. Additionally, it employs data-oriented targeting techniques using Lookalike Audiences, external user data, and audience matching to maximize efficiency. The platform integrates directly with apps owned and operated by the company, mobile device manufacturers, and carrier-based supply sources, as well as over 35 of the leading Supply-Side Platforms (SSPs) worldwide. It supports campaigns across all verticals and environments, including gaming, shopping, utilities, and sports, with availability on desktop, mobile web, and in-app settings. Furthermore, Peak DSP provides a range of creative formats, such as rewarded video ads, playable ads, banners, native ads, text ads, HTML/Rich Media, and JavaScript tags, ensuring a comprehensive approach to engaging users effectively. With its innovative features and wide-ranging integrations, Peak DSP is well-positioned to meet the diverse needs of modern advertisers.

Expand your understanding of the complete customer journey. Although you may recognize your customers based on previous interactions, their buying history, and their preferred ways of communication, there may be gaps in your knowledge regarding their current interest in your services or their stage in the purchasing process. We equip you with essential insights that can elevate your interactions and effectively engage, nurture, and retain your customer base. Our LeadiD technology provides real-time confirmation of TCPA consent, ensuring that you do not mistakenly contact individuals who are not interested, while enabling you to confidently connect with those who are genuinely interested in your products or services. In case of a TCPA dispute, you can quickly furnish strong evidence demonstrating that the consumer was informed of the disclosure and granted consent, thereby bolstering your marketing efforts with a firm compliance framework. By utilizing these innovative tools, you will not only enhance the caliber of your customer relationships but also foster a more trustworthy brand image. Ultimately, this comprehensive approach can lead to increased customer satisfaction and loyalty over time.

Take command of your entire supply chain with Unioncrate, a platform that flawlessly merges your sales, purchasing, and inventory processes, thereby eliminating the time-consuming manual tasks that often plague management. Crafted by professionals who specialize in the consumer packaged goods sector, this intuitive tool enables rapid decision-making without the burdensome complexity of traditional interfaces. You can expect to see substantial cost savings related to EDI connections, as it removes the need for set-up, documentation, and VAN fees. Start with core features that align with your immediate requirements, and effortlessly scale them as your business expands. Enjoy tailored support for data management, EDI transition, and partner collaboration to streamline your operations. Experience a live environment in just weeks instead of months, requiring minimal resources and creating little to no disruption. No longer will you need to rely on spreadsheets, juggle countless emails, or track orders manually, while also steering clear of the limitations of inflexible ERP systems or one-size-fits-all solutions. From the moment you access the platform, managing interconnected business areas is merely a click away, boosting your overall operational effectiveness. This enhanced accessibility allows you to devote your energy to strategic development, freeing you from the monotony of administrative duties while fostering a culture of efficiency and growth. Ultimately, Unioncrate not only simplifies your workflow but also positions your business for long-term success.

Enhancing profit margins, gaining insights into competitor pricing, and accurately forecasting demand are significantly improved through the integration of AI and Machine Learning technologies. This innovative strategy led to an impressive 14.4% sales boost for a well-known American casual apparel brand by implementing more effective pricing models. By leveraging Intelligent Demand Forecasting, we combine the capabilities of machine learning with human intuition, considering a variety of influences such as local events, holidays, back-to-school seasons, school closures, community celebrations, social signals, and overarching economic trends. Our offerings include Demand Forecasting, Store Ordering, Purchase Order Recommendations, and optimized Shelf Space Allocation, all supported by ongoing Monitoring and Improvement processes. Moreover, we prioritize Intelligent Pricing to enhance sales realization and profit margins. By evaluating price elasticity across different products, locations, and times, we can strategically decide on suitable mark-ups or markdowns. Our Differential Pricing Strategies aim to avert a downward pricing spiral, while A/B testing allows us to effectively validate our approaches and results. In essence, our holistic approach not only addresses immediate sales objectives but also cultivates enduring growth and resilience in a competitive marketplace, ensuring that businesses can adapt to changing conditions and thrive over time.

AGR Dynamics offers a comprehensive software solution for Demand Forecasting, Planning, and Inventory Optimization, designed to assist businesses in effectively managing their supply chain operations. This software streamlines processes from initial product and financial planning to forecasting, reporting, ordering, and allocation, all through a highly integrated and automated system. By accurately predicting future demand, it helps eliminate unnecessary costs within supply chains and optimizes inventory levels, allowing for maximum product availability while minimizing the capital invested in stock. As a result, businesses can achieve improved Customer Service Levels, ultimately enhancing overall operational efficiency. Moreover, this solution empowers companies to respond more agilely to market changes and customer needs.

Vuealta streamlines the organization of scheduled events while skillfully managing unexpected changes in supply and demand. It facilitates the efficient oversight of new product launches, marketing initiatives, pricing changes, and variations in demand. Thanks to its advanced analytics features, users can effectively segment their planning processes, receive targeted alerts for strategic focus, and harness demand sensing alongside AI for actionable insights. The platform promotes performance improvement through empowerment and teamwork, guaranteeing true alignment in consensus planning. By utilizing cutting-edge analytics, demand sensing, and AI technologies, businesses can swiftly acquire insights, assess circumstances, and respond proactively. Users have the ability to quickly access profit and loss data for any product, customer, category, channel, or any other planning segment. The system also supports intuitive event modeling, enabling users to easily activate or deactivate events with a simple click. Vuealta is adaptable to various processes and tools designed to meet distinct demand patterns, whether they are flat, seasonal, or erratic. Moreover, it includes features such as archiving, waterfall charts, and key performance indicators that aid in evaluating and enhancing overall performance. This holistic strategy not only empowers companies to tackle the intricacies of contemporary demand management but also encourages continuous improvement and adaptation in an ever-evolving market landscape. Ultimately, Vuealta serves as a vital tool for organizations looking to enhance their operational efficiency and strategic foresight.

DemandPlanner streamlines the process of generating accurate sales and demand forecasts for your products and retail outlets, considering the variations in customer behavior and market dynamics. As a category planner, you gain improved visibility, which helps you formulate efficient strategies for replenishment and inventory management. This tool ensures dependable sales predictions by analyzing the influence of various external factors that affect product demand. By employing advanced quantitative analytics techniques, including Bayesian regression, machine learning, and time series analysis, DemandPlanner produces informed estimates for both short- and long-term needs. Its collaborative features enhance the demand planning process, guaranteeing that replenishment, procurement, and inventory management are all executed with maximum efficiency. Additionally, the platform allows you to accurately evaluate and understand customer demand trends for your products through the use of cutting-edge predictive analytics models. Furthermore, it assists in optimizing the net working capital allocated to inventory by implementing careful, data-driven methodologies that boost overall operational performance. In the ever-evolving landscape of retail, DemandPlanner equips businesses with the agility to respond quickly to shifting market conditions and ensures a consistent alignment with customer expectations. This adaptability not only enhances profitability but also fosters long-term customer loyalty.

Releva distinguishes itself as a top-tier customer data platform specifically designed for both B2B and B2C eCommerce sectors. It seamlessly combines a powerful engine for forecasting product demand and cash flow with a sophisticated system for positioning and recommendations that is optimized for omnichannel settings, enabling businesses to achieve growth rates that exceed double year-on-year. In an era where consumers are more discerning about the collection and use of their personal data, Releva embraces a data-driven approach that not only automates growth but also enhances revenue streams. By empowering customers to share their data only with brands they trust, companies can create unique and personalized experiences as well as product offerings across various channels. The platform allows for the storage and analysis of eCommerce customer data driven by events, which facilitates the anticipation of consumer intent and the delivery of customized product suggestions that appeal to site visitors. Central to its functionality, artificial intelligence enhances industry-leading personalization and recommendations throughout every phase of the customer journey, resulting in a fluid and engaging experience. Consequently, organizations can cultivate stronger relationships with their clientele while fully leveraging the possibilities that their data presents. Additionally, this innovative approach not only promotes customer loyalty but also positions brands as leaders in their respective markets.

Spend Intelligence provides a contemporary solution that is based on concrete data rather than personal opinions. Are you struggling with an unorganized direct sourcing process that consumes too much of your valuable time? Do you find managing BOM data, price changes, and tooling cumbersome due to a web of spreadsheets and emails? Ravacan simplifies and automates the direct sourcing workflow via a cohesive analytics and collaboration platform, enabling you to focus on impactful strategies. It establishes a centralized database containing part numbers, pricing information, lead times, and supplier details, which enhances efficiency. Moreover, Ravacan integrates effortlessly with your existing systems. Let the software take care of tedious data analysis and send automatic alerts and notifications for you. With immediate insights at your fingertips, you can enjoy cost reductions, maintain a reliable supply chain, and encourage innovation. Leverage advanced algorithms that produce actionable insights, allowing you to address key strategic inquiries effectively. Additionally, benefit from proactive recommendations that not only boost your profit margins but also reduce the need for extensive data scrutiny. This state-of-the-art platform not only saves you significant time but also equips you with the knowledge necessary to make informed decisions that lead to your success, ultimately transforming how you approach sourcing challenges.

Designed specifically for manufacturers, distributors, and retailers, this all-encompassing cloud-based supply chain planning platform delivers an exceptional application experience without the burden of high costs. It comes equipped with numerous prebuilt solutions but also allows for tailored customizations to meet all your planning needs. A standout feature is its highly accurate AI/ML demand forecasting engine, which works in tandem with cutting-edge exception-based inventory and demand planning tools. In addition to its revenue planning functionalities, this suite supports a comprehensive sales and operations planning process. Users have the opportunity to explore its capabilities through a no-obligation free trial with their own data, ensuring they can assess its fit for their operations. This platform is notably user-friendly, making data analysis and manipulation an enjoyable and effortless task. Its analytics-driven interface redefines the way data is viewed and entered, enhancing the overall user experience. Furthermore, the AI/ML-powered demand forecasting engine not only evaluates the optimal level of data aggregation for precise predictions but also adapts to recognize how historical events and promotions shape future demand patterns. This adaptability allows businesses to remain proactive in the face of market changes while ensuring efficient inventory management and optimizing supply chain performance. Ultimately, this platform empowers users to make informed decisions that drive success.

Stay ahead of the changing preferences of your clientele by utilizing accurate demand forecasts and stock-out predictions. Our innovative platform, Kronoscope, consistently tracks demand fluctuations, allowing for swift responses that prevent overstocking while guaranteeing that customers can always access the products they desire. By employing a blend of sophisticated machine learning and deep learning techniques, Kronoscope generates a customized model for each SKU across numerous stores, warehouses, or distribution channels. Our specialized algorithms identify diverse patterns, including seasonality, cannibalization, and substitution effects, which significantly improves the precision of our forecasts. There is no requirement for manual interventions, as the models independently retrain to adapt to new demand dynamics, detect anomalies, and reduce historical variability. Furthermore, Kronoscope provides natural language insights into unusual occurrences, major drivers of demand shifts, and high-impact products, among other critical data. You can also refine your demand predictions by analyzing how promotions, marketing efforts, and various other operational factors influence customer demand. This all-encompassing strategy ensures that your inventory management practices stay in sync with the most current market trends and consumer behaviors. Ultimately, Kronoscope empowers businesses to make informed decisions, fostering a more responsive and efficient supply chain.