{"id":10444,"date":"2026-05-05T09:00:52","date_gmt":"2026-05-05T08:00:52","guid":{"rendered":"https:\/\/holisticds.com\/?post_type=articulo&p=10444"},"modified":"2026-05-05T09:00:52","modified_gmt":"2026-05-05T08:00:52","slug":"predictive-ai-business-applications","status":"publish","type":"articulo","link":"https:\/\/holisticds.com\/en\/articulo\/predictive-ai-business-applications\/","title":{"rendered":"Predictive AI in companies: real-world use cases and applications by Holistic Data Solutions"},"content":{"rendered":"<p><b>Predictive artificial intelligence <\/b><span style=\"font-weight: 400;\">is one of the most useful tools for improving decision-making in organizations. Gone are the days when it was an experimental technology: today, it is already generating concrete, real-world results in companies across different sectors, helping them anticipate situations, optimize resources, and reduce uncertainty.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, although many organizations understand the theory, it is not always clear how to apply it in practice. Where should you start? What kinds of problems can it really solve? What impact can it have on day-to-day operations?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In this article, we answer these questions through <\/span><b>real-world use cases developed by Holistic Data Solutions<\/b><span style=\"font-weight: 400;\">, showing how we have applied predictive AI in very different contexts, but with a common logic: starting from a specific problem, using available data, and generating tangible value from the outset.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">What is predictive AI and how is it applied in business.<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Before discussing specific cases, let\u2019s remember that predictive AI is a branch of artificial intelligence that uses historical data and machine learning models to <\/span><b>anticipate future behaviors<\/b><span style=\"font-weight: 400;\">, with the aim of improving decision quality through data-based estimates.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In other words, it enables organizations to anticipate scenarios such as product demand, the emergence of incidents, customer behavior, or even internal situations such as absenteeism, instead of reacting once events have already occurred.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">We have already discussed predictive AI on our blog, so if you would like to explore how it works and how it differs from other types of AI, you can read this article where we discuss <\/span><a href=\"https:\/\/holisticds.com\/en\/articulo\/how-to-apply-artificial-intelligence-in-your-company\/\"><span style=\"font-weight: 400;\">Artificial Intelligence in companies.<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">The key point here is to understand that predictive AI does not replace human judgment, but rather complements it with a quantitative foundation that would be difficult for our \u201corganic\u201d brains to handle, helping us make more informed and consistent decisions.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Let\u2019s now look at some experiences and real-world cases we have developed at Holistic Data Solutions.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Absenteeism prediction with AI at Can Cet.<\/span><\/h2>\n<h3><span style=\"font-weight: 400;\">Context and challenge.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Can Cet is an organization committed to the labor market integration of people with functional diversity, with operations distributed across different work centers. In this environment, the organization faced a recurring problem: unplanned absences.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">When someone failed to show up for work without prior notice, the ability to react was limited. This created imbalances across teams, increased pressure on other workers, and generated additional costs from urgent solutions.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Solution implemented.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">To address this situation, a <\/span><b>predictive model based on historical data <\/b><span style=\"font-weight: 400;\">was developed, capable of estimating the expected volume of absences in each center and period.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This model enabled the organization to move from reactive management to anticipatory planning, incorporating behavioral patterns that had previously been invisible to the organization.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Results and impact.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The implementation of the solution delivered the following results:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Improved workforce planning.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Reduced costs associated with urgent replacements.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Greater operational stability across centers.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">In addition, the project generated relevant added value, strengthening the sustainability of the organizational model and the organization\u2019s social mission.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Demand forecasting in retail with AI at Brownie.<\/span><\/h2>\n<h3><span style=\"font-weight: 400;\">Context and challenge.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Brownie, a fashion brand with an extensive network of physical stores, needed to improve accuracy in commercial planning. In a retail environment, small deviations can create issues such as overstock, stockouts, or failure to meet targets.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In addition, factors such as campaigns, seasonality, or store changes made forecasting with traditional methods more difficult.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Solution implemented.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Holistic developed a <\/span><b>demand forecasting proof of concept based<\/b><span style=\"font-weight: 400;\"> on Machine Learning models trained with historical data from 2019 onward.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The project included:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data extraction and cleansing processes.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Exploratory analysis and feature engineering.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Evaluation of different algorithms.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Model automation with daily updates.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Visualization through Power BI dashboards.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">Results and impact.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The solution provided a solid quantitative foundation for commercial decision-making, enabling predictions to be analyzed by store, week, and month, while distinguishing between new and established stores. This translated into:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Better sales forecasts and reduced uncertainty.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Inventory optimization.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Greater ability to react to changes.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">This project consolidated the use of AI as a strategic tool within the company, demonstrating its direct impact on business results.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Logistics optimization with predictive AI at Grupo Akoma.<\/span><\/h2>\n<h3><span style=\"font-weight: 400;\">Context and challenge.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Grupo Akoma operates in a complex logistics environment involving the preparation and dispatch of multi-reference orders, combining manual order picking with automated systems such as AutoStore. Although efficient, this structure created difficulties when deciding how to distribute stock between both systems in order to maintain optimal operational capacity.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Demand variability and the coexistence of different capacities caused imbalances that affected overall performance. For this reason, Akoma was looking for a solution to optimize stock and stabilize daily production.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Solution implemented.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">A predictive AI-based solution was developed to more accurately estimate future outbound flows and the optimal distribution for each product and moment across both warehouses, conventional and AutoStore.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The solution also makes it possible to dynamically adjust the demand curve based on actual sales, providing a daily calculation of the recommended stock for each product.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The model was integrated into the company\u2019s systems through an API, enabling real-time queries on the best distribution for each product.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Results and impact.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The implementation made it possible to achieve:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Greater stability in daily production.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Optimized stock management across the company\u2019s different warehouses.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Improved coordination between manual and automated systems, as well as greater accuracy in estimates.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">The company can now make logistics decisions based on dynamic quantitative criteria that are applicable to day-to-day operations, instead of relying on static rules.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Applications of predictive AI in companies: what these cases have in common.<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Despite belonging to very different sectors, these projects share the same implementation logic:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>They<\/b> <b>start from a clear business problem<\/b><span style=\"font-weight: 400;\">, not from the technology itself as a trend or buzzword.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>They<\/b> <b>leverage existing data<\/b><span style=\"font-weight: 400;\">, without requiring major initial infrastructure.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>They are<\/b> <b>developed progressively<\/b><span style=\"font-weight: 400;\">, starting with pilots or proofs of concept.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>They generate direct impact,<\/b><span style=\"font-weight: 400;\"> whether in costs, efficiency, or planning capacity.<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">How to get started with predictive AI in your organization.<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">As you have seen, predictive AI is already proving its value in both public and private organizations. Starting from a specific need, working with available data, and applying predictive AI through business knowledge and technological expertise makes it possible to find solutions without relying on major investments or advanced technological maturity.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">At <\/span><b>Holistic Data Solutions<\/b><span style=\"font-weight: 400;\">, we help organizations navigate this journey: from identifying opportunities to developing predictive models and integrating them into business processes.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you would like to learn more or explore how to apply predictive AI in your company, <\/span><a href=\"https:\/\/holisticds.com\/en\/contact\/\"><span style=\"font-weight: 400;\">let\u2019s talk<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n  <div class=\"related-post grid\">\r\n        <h2 class=\"headline\">Related Articles<\/h2>\r\n    <div class=\"post-list \">\r\n\r\n            <div class=\"item\">\r\n            <div class=\"thumb post_thumb\">\r\n    <a  title=\"What is FP&#038;A and why is it important?\" href=\"https:\/\/holisticds.com\/en\/articulo\/what-is-fpa-and-why-is-it-important\/\">\r\n\r\n      <img fetchpriority=\"high\" decoding=\"async\" width=\"620\" height=\"414\" src=\"https:\/\/holisticds.com\/wp-content\/uploads\/2022\/06\/Blog_fpa.png\" class=\"attachment-full size-full wp-post-image\" alt=\"Blog fp&amp;a\" srcset=\"https:\/\/holisticds.com\/wp-content\/uploads\/2022\/06\/Blog_fpa.png 620w, https:\/\/holisticds.com\/wp-content\/uploads\/2022\/06\/Blog_fpa-300x200.png 300w\" sizes=\"(max-width: 620px) 100vw, 620px\" \/>\r\n\r\n    <\/a>\r\n  <\/div>\r\n\r\n  <a class=\"title post_title\"  title=\"What is FP&#038;A and why is it important?\" href=\"https:\/\/holisticds.com\/en\/articulo\/what-is-fpa-and-why-is-it-important\/\">\r\n        What is FP&#038;A and why is it important?  <\/a>\r\n\r\n  <p class=\"excerpt post_excerpt\">\r\n    In a context like the current one where financial instability and market volatility are so present, it is normal that <a class=\"read-more\" href=\"https:\/\/holisticds.com\/en\/articulo\/what-is-fpa-and-why-is-it-important\/\"> [...]<\/a>  <\/p>\r\n        <\/div>\r\n              <div class=\"item\">\r\n            <div class=\"thumb post_thumb\">\r\n    <a  title=\"What is BOARD and benefits\" href=\"https:\/\/holisticds.com\/en\/articulo\/board-software-purpose-and-benefits\/\">\r\n\r\n      <img decoding=\"async\" width=\"743\" height=\"337\" src=\"https:\/\/holisticds.com\/wp-content\/uploads\/2022\/08\/post_2a.png\" class=\"attachment-full size-full wp-post-image\" alt=\"Post 2a\" srcset=\"https:\/\/holisticds.com\/wp-content\/uploads\/2022\/08\/post_2a.png 743w, https:\/\/holisticds.com\/wp-content\/uploads\/2022\/08\/post_2a-300x136.png 300w\" sizes=\"(max-width: 743px) 100vw, 743px\" \/>\r\n\r\n    <\/a>\r\n  <\/div>\r\n\r\n  <a class=\"title post_title\"  title=\"What is BOARD and benefits\" href=\"https:\/\/holisticds.com\/en\/articulo\/board-software-purpose-and-benefits\/\">\r\n        What is BOARD and benefits  <\/a>\r\n\r\n  <p class=\"excerpt post_excerpt\">\r\n    Board International was founded in the 1990s with the aim of being a Self-Service Analysis and Reporting, which goes through <a class=\"read-more\" href=\"https:\/\/holisticds.com\/en\/articulo\/board-software-purpose-and-benefits\/\"> [...]<\/a>  <\/p>\r\n        <\/div>\r\n              <div class=\"item\">\r\n            <div class=\"thumb post_thumb\">\r\n    <a  title=\"5 tips for optimizing financial planning and analysis (FP&#038;A)\" href=\"https:\/\/holisticds.com\/en\/articulo\/5-tips-for-optimizing-financial-planning-and-analysis-fpa\/\">\r\n\r\n      <img decoding=\"async\" width=\"939\" height=\"625\" src=\"https:\/\/holisticds.com\/wp-content\/uploads\/2022\/11\/Blog_5tips_analisis_financieros.png\" class=\"attachment-full size-full wp-post-image\" alt=\"Blog 5tips analisis financieros\" srcset=\"https:\/\/holisticds.com\/wp-content\/uploads\/2022\/11\/Blog_5tips_analisis_financieros.png 939w, https:\/\/holisticds.com\/wp-content\/uploads\/2022\/11\/Blog_5tips_analisis_financieros-300x200.png 300w, https:\/\/holisticds.com\/wp-content\/uploads\/2022\/11\/Blog_5tips_analisis_financieros-768x511.png 768w\" sizes=\"(max-width: 939px) 100vw, 939px\" \/>\r\n\r\n    <\/a>\r\n  <\/div>\r\n\r\n  <a class=\"title post_title\"  title=\"5 tips for optimizing financial planning and analysis (FP&#038;A)\" href=\"https:\/\/holisticds.com\/en\/articulo\/5-tips-for-optimizing-financial-planning-and-analysis-fpa\/\">\r\n        5 tips for optimizing financial planning and analysis (FP&#038;A)  <\/a>\r\n\r\n  <p class=\"excerpt post_excerpt\">\r\n    Time and money. 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