JIT inventory management: reducing waste and cost in medical infrastructure

 Corresponding author: Pramod Kumar Muppala Copyright © 2025 Author(s) retain the copyright of this article. This article is published under the terms of the Creative Commons Attribution Liscense 4.0. JIT inventory management: reducing waste and cost in medical infrastructure Pramod Kumar Muppala * Team Lead, EET MW at Bank of America. Global Journal of Engineering and Technology Advances, 2025, 22(01), 149-161 Publication history: Received on 20 December 2024; revised on 18 January 2025; accepted on 21 January 2025 Article DOI: https://doi.org/10.30574/gjeta.2025.22.1.0256 Abstract The Just-in-Time (JIT) inventory system now drives major improvements in healthcare infrastructure through its efficient practices. Through JIT, we match the available inventory with present demand needs to control surplus stock and avoid wasted resources while ensuring patients access the products they need. In healthcare's numerous specialized medical resources, JIT systems resolve problems with excessive and insufficient stock. Storage problems cause both extra costs and regulatory issues that disrupt patient treatment. This study investigates how JIT changes healthcare supply while showing how forecasting systems and DevOps help automate medical stock management. Organizations must work with all supply chain partners to quickly restock materials and reduce waste to improve resource handling. Although JIT benefits healthcare with lower costs and better results, it faces supply chain challenges, including inconsistent demand patterns and system dependability issues. This research uses actual medical situations and industry trends to discover how JIT will transform medical supply chain management for better and cheaper healthcare delivery. Keywords: Just-in-Time Inventory Management; Healthcare Supply Chain; Predictive Analytics; Operational Efficiency; Medical Resource Optimization 1. Introduction Healthcare organizations have the hardest time balancing supply levels with medical expenses in any industry because they use many resources. As a key element of healthcare supply chain operations, inventory management helps medical facilities balance their stock to serve patients effectively without wasting resources. Standard healthcare inventory methods regularly face the difficulty of stocking too much and too little supplies. Extra inventory creates high space expenses plus the risk of ratifying unusable goods that violate regulation standards. Insufficient supply creates immediate patient care problems by slowing medical procedures and breaking normal hospital operations. The current medical inventory system requires a modern solution because it deals with serious supply problems today. Just-in-time inventory management is an effective strategy for handling current healthcare inventory challenges. JIT principles began their transformation in manufacturing before appearing as a solution for enhancing healthcare operations. JIT requires healthcare settings to match item supplies precisely with medical demand at the right time to avoid wastage. The system lets us buy what we need when needed, so clinics do not store much inventory and can avoid expired products while keeping necessary supplies ready for patient care. Medical facilities that correctly use JIT principles reduce costs and improve performance by managing their full spectrum of medical supplies, including regular items and special equipment. Global Journal of Engineering and Technology Advances, 2025, 22(01), 149-161 150 Figure 1 JIT Inventory Management Besides saving money, JIT plays a critical role in healthcare beyond its primary functions. The system supports core business development by making resources more effective while delivering better patient results with environmentally conscious solutions. JIT helps healthcare facilities cut down on environmental impact by getting rid of unused supplies as part of industry plans towards sustainability. Companies must use modern technology to track data in real-time and determine future demand, which become the main drivers of healthcare digital transformation using Just-In-Time systems. Healthcare organizations encounter multiple obstacles when they strive to use the JIT system. To make Just-In-Time work well, patient needs and medical emergencies must be predicted correctly, but their unpredictability makes this difficult. To succeed with JIT, you need effective communication and collaboration between departments plus supply chain partners, which require strong systems for fast stock replenishment. Healthcare organizations need to invest in buying systems and other technology to implement JIT, yet some face financial and operating barriers. This study examines how JIT inventory management works for healthcare yet also details its opportunities and problems. This research looks at how digital systems help healthcare providers use JIT effectively through better data analytics and connected software options. This article studies how to build effective supply chain partnerships and features actual healthcare cases that showed JIT results. Through examining both advantages and disadvantages, this research helps us understand how JIT can reshuffle medical infrastructure reduce waste, and speed up healthcare delivery. 2. The need for jit in medical infrastructure Table 1 Categories and Impact Scores Highlighting the Need for JIT in Medical Infrastructure Category Impact Score Overstocking 80 Understocking 70 Expired Inventory 60 Streamlined Inventory 90 Automated Systems 85 Improved Patient Care 95 Global Journal of Engineering and Technology Advances, 2025, 22(01), 149-161 151 Good inventory control in healthcare keeps patient care flowing without interruptions. Traditional inventory management methods fail to balance keeping necessary supplies ready and preserving resource budgets. Medical facilities struggle to manage many resources, including surgical tools, medications, safety equipment, and sophisticated medical technology. The issues in traditional inventory methods require new solutions, especially Just-in-Time (JIT) Inventory Management practices. Figure 2 The Need for JIT in Medical Infrastructure The biggest problem with traditional inventory management systems is that facilities keep buying more products than they need. When managing medical supplies, patient care facilities stock more items than required so they won't run out of items used in treatment. Keeping excessive supplies creates temporary safety but leads to serious ongoing expenses. Extra medical item stock creates added storage expenses because some require special temperature or sanitization arrangements. The lifespan restrictions for numerous medical supply types make consistent overstocking challenging. The waste of outdated medical supplies that remain unused creates both financial and environmental problems for healthcare organizations. Medical devices or high-tech equipment overages use capital efficiently, and then they progress and wear technology improvements. A traditional stock management system runs into major problems when too many supplies are on hand, or too few supplies are available. Low medical facility stock of essential materials creates serious issues for service functioning and patient care delivery. Catastrophic shortages of surgical tools and medicine push back medical operations while harming patients and putting their well-being at risk. These interruptions put too much pressure on healthcare staff members, slowing decision-making teams and damaging the relationship between patients and their healthcare providers. When facilities must order supplies from emergency sources, they face higher purchase costs plus added strain on their supply chain networks. Medical emergencies perform unpredictably, so many problems emerge because traditional systems need real-time changes to work properly. Healthcare providers need better inventory control methods because new rules and rising costs make existing supply management hard to maintain. Health authorities require healthcare organizations to follow precise rules about storing, handling, and discarding medical supplies. Poor standards fulfillment leads to official penalties, damages the reputation, and reduces the safety of patient care. Healthcare systems worldwide struggle to control costs because medical technology improvements create more demands than available budgets allow. Under present conditions, our regular stock control methods cause too much waste and no longer work. Healthcare organizations must use techniques that help them use resources better and cut expenses while keeping high-quality patient care standards. Our current inventory problems take the form of misaligned supply and demand. JIT Inventory Management solves these problems through timely inventory matching. Under JIT practices, facilities keep only minimal supply levels on hand to avoid unnecessary inventory costs and excessive stock quantities. This system helps us store less inventory, prevent product waste, and keep our required supplies ready. JIT delivers superior results thanks to its advanced Global Journal of Engineering and Technology Advances, 2025, 22(01), 149-161 152 forecasting technology plus automated inventory tools and supply chain partnerships. Under increasing compliance demands, medical cost reductions and patient happiness standards make Just-In-Time inventory management necessary to transform medical supply practices. 3. Core principles of JIT in healthcare Figure 3 Core Principles of JIT in Healthcare 3.1. Aligning inventory with real-time demand According to JIT Inventory Management theory, the supply must follow actual market needs at all times. Healthcare facilities normally hold big supply stores in their traditional inventory systems to avoid running out of supplies during sudden changes in demand. Though it protects against inventory shortages, this strategy creates waste through excessive stock levels, extra storage costs, and an increased risk of expired, outdated supplies. JIT addresses these problems through a system that brings supplies into stock exactly as they are demanded based on real usage numbers and projected future requirements. A proper supply chain starts with monitoring actual product use in real-time. Medical organizations now use inventory monitoring systems that combine software with sensor technology and Internet of Things devices to display inventory status. These technologies track supply utilization to help healthcare providers decide what to order and when. The system will automatically place orders when a medication exceeds preset usage expectations, allowing proper supply management and avoiding unnecessary stock buildup. When demand drops, our system holds back item shipments, which avoids extra stockpile buildup. Healthcare facilities must use data forecasting and predictive analysis techniques to match their inventory supplies to real-world patient requests. Healthcare providers study past use data, patient movements, and demand patterns to create accurate forecasts of future supply requirements. Our strategy helps healthcare facilities stay ready for future increases in demand by monitoring seasonal trends and health emergencies without maintaining unused supplies in between. Predictive analytics lets us manage our inventory supply so we neither run out too quickly nor hold too much without wasting resources. To achieve JIT success, the supply chain network must use actual demand data straight from operations right now. Your organization must connect strongly with suppliers to restock according to customer use. A successful partnership needs open communication tools plus easy steps for ordering and shipping items directly to consumers. When JIT works correctly, suppliers receive urgent scheduling messages instantly to deliver materials to the manufacturing facility on time. Our supply network works better because products reach customers quickly without exposure to large inventory problems. Healthcare supply chain optimization must align directly with patient needs to impact medical treatment results. Hospitals perform better medical procedures when they quickly receive their necessary equipment and medications. Global Journal of Engineering and Technology Advances, 2025, 22(01), 149-161 153 Healthcare organizations can find better uses for their available space when they lower their stock levels to meet their needs. Organizations need precise demand forecasting and strong inventory management tools to achieve this level of alignment. Healthcare providers must be ready to embrace technological changes and new processes even with initial expenses because these innovations bring lasting performance and cost reduction benefits. By matching inventory with real-time demand through JIT, our hospitals can create revolutionary new ways to control their supplies effectively. 3.2. Minimizing waste and reducing costs Just-in-time inventory management has become popular in healthcare organizations because it helps them reduce expenses and dispose of unwanted supplies. The hectic, unpredictable healthcare supply demand creates poor inventory processes and major financial and operational issues. By matching inventory levels precisely with present demand, medical facilities avoid storage problems while getting needed supplies at required times. JIT methodology brings down waste levels and produces significant financial benefits throughout all aspects of healthcare delivery. Under the Just-In-Time system, less stock is built up by matching production to genuine demand requirements. Under normal inventory systems, healthcare providers build up their stock of necessary supplies to prevent supply shortages. Keeping extra supplies on hand briefly doesn't solve the problem because they must be managed effectively before expiration. Medical supplies, whether medications or tools, require fixed expiration dates, making accumulated stock obsolete over time. Valuable resources like supplies are wasted when expire, creating economic and ecological damage. Healthcare organizations that use JIT methods avoid having too much inventory by keeping supply levels at minimal levels to reduce waste before items expire. Through demand forecasting and real-time usage tracking, JIT helps organizations avoid waste accumulation. When healthcare providers use real-time data to estimate supply needs, they stay precise with their orders. As JIT systems receive and understand inventory data, they develop better accuracy at predicting what supplies each facility needs. High-quality inventory tracking helps facilities avoid item shortages while saving stock and maintaining optimal workforce use. Our fast response to demand changes helps prevent inventory buildup when patient numbers change unexpectedly, or medical emergencies unfold. A main advantage of JIT systems is cost reduction. Hospitals can save money on unused medical supply storage space using this ordering method. Holding big stockpiles demands large areas that must be temperature-controlled and safely secured according to rules. The availability of this storage environment requires financial investments, which can be made either by using internal hospital facilities or renting third-party warehouses. Under JIT production, only what healthcare providers need for immediate use goes into orders which lower their storage facility requirements and related expenses. Accumulating excessive inventory demands repeated labor to check and track supply products until JIT minimizes the number of workers needed for this task. JIT leads healthcare facilities to save money beyond warehouse expenses because it affects their supply procurement. Medical facilities may obtain cheaper offers when they buy supplies in bulk, but this buying pattern leads them to stock more products than they need. Keeping excessive inventory on hand uses resources that would better fund healthcare services or obtain required equipment. JIT helps maximize capital use because expenditures happen only when needed. JIT lets healthcare providers react to market changes with small orders that help them reach better supplier deals. JIT helps healthcare facilities make their entire supply chain more efficient and saves money in all related operations. Healthcare facilities use technology to track supplies in real-time and run automated ordering systems that cut manual human intervention. By automating this process, healthcare facilities lower operational expenses while maintaining precise inventory management. The result is less money wasted on supply errors such as placing too many or few orders and losing products. Applying JIT to healthcare operations helps minimize costs over time because it makes every step in supply management more efficient. Immediate access to needed supplies helps healthcare providers meet patient needs promptly without creating unnecessary complications that increase costs and damage their reputation. JIT helps healthcare run efficiently by solving supply shortages which preserves department operation flow and shortens delivery times for patient care. When we reduce patient wait times and service interruptions, JIT helps increase patient happiness and improves their medical results, which makes JIT a cost-saving method. Global Journal of Engineering and Technology Advances, 2025, 22(01), 149-161 154 JIT's resource management steps match current healthcare sector efforts to work more sustainably while protecting the environment. By using just-in-time methods, healthcare facilities save energy and resources, need less inventory space, and create fewer transportation emissions and waste. The value of JIT grows when healthcare organizations embrace green initiatives, which improves their profile and helps them reach sustainability targets. JIT system proves its value by both lowering waste levels and decreasing healthcare costs. By accurately forecasting demand and managing resources, healthcare providers can cut costs and increase their resource use efficiency with this system without jeopardizing patient care. When medical facilities adopt JIT, they successfully decrease expenses and save assets which enhances both the sustainability and financial responsibility of healthcare. 3.3. Ensuring availability of critical resources for patient care Providing medical supplies that are needed exactly when patients need them helps healthcare systems give patients the best possible care. Striking the right moment for goods delivery against patient requirements creates a demanding management scenario. Just-in-time inventory management ensures that healthcare resources fit patient requirements perfectly through real-time supply management. When medical facilities receive needed supplies precisely at the time required, JIT makes better care for patients and leads to better healthcare results. JIT in healthcare helps prevent both running out of important supplies and keeping too much on hand at the same time. Without proper inventory tracking, healthcare providers will struggle to meet patient needs when essential supplies run low. When medical supplies run short, healthcare teams must wait, and treatment flow is halted, putting patient security at risk. Medical supply shortages can create dangerous conditions for patients, especially during emergency room and surgery room operations, which need prompt access to medical materials. Under JIT methods, healthcare providers keep supplies on hand only when needed, which prevents resource shortages by matching available stock to real patient demands. Having too many supplies creates just as many difficulties as having too few. Hospitals face greater supply waste when they store large amounts of supplies since expired items with specialized requirements result in unnecessary garbage disposal. Healthcare providers waste money and valuable medical supplies when medicine stockpiles expire before treatment needs them. Excessive funds locked in outdated medical devices would function better in other medical settings if the funds were reallocated. Excessive inventory requires valuable space for possible future equipment needs and new technologies. JIT operates efficiently by matching inventory directly to medical demand needs which saves patients money and protects resources through minimal waste. The success of JIT in keeping essential products available depends on its linked technologies that monitor supplies in real time and use predictive analytics to run automated inventory systems. Since these technologies track supply availability, healthcare providers sometimes stay informed about stock levels. This ongoing monitoring system lets professionals make decisions faster and triggers supply shipments before supplies run out. The system predicts shortages and starts automated ordering to suppliers ahead of time to keep supply chains running smoothly. The system responds smoothly to urgent supply needs and automatically activates necessary actions to protect patient operations from disruption. Healthcare providers can respond effectively to changing patient demand levels thanks to JIT methods which are common in medical environments. Patient requirements change often across different periods, including days and weeks, because medical supply demand increases during seasonal influenza outbreaks and public health emergencies. Healthcare facilities use predictive analytics to see past patient increases, seasonal patterns, and emergencies to control inventory levels effectively. Supply building ahead starts for vital medical supplies and reduces bulk purchasing requirements by predicting future demand data. When a few patients visit, the system reduces orders to prevent extra supplies from being kept in stock. Our inventory management responds fast enough to keep patient services uninterrupted despite unexpected demand spikes. Clear communication with healthcare suppliers helps us get the resources needed to provide care when patients need them most. To use JIT effectively, you need strong relationships with supply chain partners who can move essential goods promptly. When healthcare settings show their current inventory to suppliers, they create an open supply chain that responds faster. Suppliers gain valuable insights from this information, which enables them to deliver needed supplies on schedule and ahead of standard inventory lead times. Medical supplies requiring swift response during emergencies need suppliers who can provide services immediately to protect patient care. Global Journal of Engineering and Technology Advances, 2025, 22(01), 149-161 155 Through JIT, healthcare providers optimize their resources while ensuring improved performance at work. When medical technology progresses quickly in its field, like in diagnostic tools and surgery tools, JIT stops outdated products before they become part of the inventory. When medical institutions reduce their inventory size, they can easily add new state-of-the-art technologies without maintaining a large collection of outdated equipment. Healthcare services operate effectively when extra inventory is trusted by professionals who deliver better patient care. A just-in-time supply management method becomes essential at healthcare risk points, such as operating and emergency rooms, where missing equipment affects patient outcomes. During life-or-death situations in high-pressure settings, medical staff need immediate access to medical tools and supplies to prevent negative patient outcomes. Healthcare facilities use JIT to provide prompt access to essential medical supplies, which prevents patient delays and makes medical processes work better. JIT Inventory Management helps healthcare providers keep essential patient supplies ready when needed. JIT management tracks actual marketplace needs to create precise inventory amounts that prevent stockout problems and wastage. Through better supplier partnerships, JIT uses advanced tools to predict care needs and then prepares supplies efficiently for patient care. Using JIT principles strengthens healthcare systems so they can handle all patient needs with ready supplies while keeping care at top levels. 4. Benefits of JIT inventory management Healthcare organizations experience important advantages through Just-in-Time Inventory Management by managing their resources better and keeping essential supplies ready at the proper times. Through right-sized inventory control, JIT eliminates unneeded stock while helping staff deliver better patient outcomes more efficiently. The benefits of Justin-Time help healthcare businesses through today's management system by tackling traditional inventory system issues. The main benefit people notice when using JIT is lower space requirements for storage and lower storage costs. Hospital stockpiles of medical supplies are their main inventory management solution to prevent resource shortages. Building up large supply reserves requires expensive space to store things, especially in hospitals and clinics with limited room. JIT cuts back on storage needs because it orders the necessary medical supplies precisely at the moment they are needed. When healthcare providers reduce their inventory space, this results in lower operational costs for the facility. The space will be converted into spaces for medical care facilities, administrative offices, or accommodations for developing healthcare tools. By managing smaller inventory amounts, the healthcare facility needs fewer employees to handle and organize its supply systems, making operational spending more efficient. JIT helps medical facilities get rid of unwanted products before they expire. Medical inventories include products with expiration dates that stop being usable when the time limit ends. When you stock too many supplies, they expire before use, which creates unnecessary waste and reduces your financial returns. When medications expire, or medical devices become outdated, they become permanent losses without the ability to be used further. JIT allows healthcare providers to maintain more accurate supply numbers so they get and store what they truly require at appropriate times. The strategy ensures healthcare providers keep the right supplies on hand to avoid wasting resources through expired stock. By effectively managing supplies, JIT cuts down both money and environmental waste. By minimizing extra steps in supply acquisition, JIT empowers healthcare professionals to bring patients the most advanced treatment options. JIT practices help healthcare providers save both operating expenses and increase their working processes. Under regular stock control systems, delivery delays occur between demand recognition and product availability. This approach creates delays that extend medical procedure times and patient visits while increasing administrative workload expenses. JIT handles supplies in precisely timed shipments to deliver everything exactly when it is required. JIT's automated system, which responds to real-time data, allows healthcare providers to receive their needed resources without delays. The new workflow works better and saves time while keeping patient care running smoothly. Employees' workplace satisfaction improves when they focus on essential medical tasks without supply problems. By efficiently managing resources, JIT helps healthcare providers deliver better patient care results. Healthcare providers deliver better care faster by having the needed supplies when they need them. Surgical teams can progress with their work since necessary medical supplies arrive promptly. Emergency rooms can take immediate action to help patients because they never lack essential medical supplies, including intravenous fluids, oxygen, and wound care items. Keeping spare parts at minimal levels prompts healthcare experts to select high-quality medical supplies that serve patients best. By using this system, healthcare facilities improve how fast they deliver care and achieve better results with satisfied patients. Global Journal of Engineering and Technology Advances, 2025, 22(01), 149-161 156 Real-time inventory data helps healthcare providers make better choices, which makes care delivery stronger. By observing how users access healthcare resources, providers can project future patient need levels based on how treatment patterns vary with high-demand periods. A predictive analytics system within Just-in-Time prevents medical facilities from running out of supplies during times of high demand, whether for seasonal outbreaks or emergencies. By using JIT, this healthcare system can deliver rapid response services which directly benefit patients during their most critical health moments. Table 2 Benefits of JIT Inventory Management in Healthcare with Detailed Explanations Benefit Explanation Reduced Storage Requirements Minimizes space and costs associated with warehousing supplies. Decrease in Expired or Obsolete Inventory Prevents losses by aligning inventory with demand and expiration dates. Enhanced Operational Efficiency Streamlines processes and minimizes resource wastage. Improved Patient Care Quality Ensures critical resources are available when needed, improving outcomes. Cost Savings through Waste Reduction Reduces expenses by avoiding excess inventory and associated waste. Faster Response to Demand Fluctuations Allows for real-time adjustments to meet patient needs effectively. JIT Inventory Management creates multiple benefits through lower costs and better practices that support better medical treatment. JIT inventory management helps healthcare facilities work better while using supplies properly and reducing extra paperwork. When supply processes run smoothly under JIT, healthcare providers can deliver better patient care on schedule. Healthcare organizations rely on Just-in-Time (JIT) to solve their financial problems and service demands under strict regulations and keep up their quality of care standards. 5. Implementation strategies for JIT in healthcare Healthcare providers must develop an organized plan when using the Just-in-Time inventory management system in their medical setting. JIT enables effective stock matching against daily needs by linking all organizational operations with suppliers through proven results. Our business must merge advanced technologies with strong supply chain connections while building improvement-focused teamwork. Healthcare organizations should begin JIT by choosing software systems that track inventory and predict product needs in real-time. Advanced inventory platforms gather supply usage information to spot patient trends and identify operational needs while delivering precise recommendations to healthcare staff. These systems automatically schedule product restocking before stock runs low and protect critical medical supply transport speeds. Healthcare facilities use predictive analytics and machine learning to see how their supplies will move and prevent short and overstocking under the Just-in-Time system. To create the JIT system successfully, a healthcare facility needs to build dependable partnerships with their supply chain companies. Working well with our supply chain partners ensures materials reach us fast enough to meet what we need. Healthcare organizations must work with suppliers to create formal business terms that show when materials arrive and how often and fast these orders flow to their premises. When healthcare providers build trusted relationships with suppliers, they make a better supply chain that responds quickly to Just-in-Time requirements. Healthcare providers increasingly depend on vendors who use real-time stock information to resupply inventory according to their needs. By delegating inventory control to suppliers, the JIT system runs at higher speeds. Healthcare organizations need to combine supplies with their internal teams to make JIT work. Clinical and operational teams must work together to meet patient needs effectively and decide inventory levels. The logistics team needs to work with surgical units, emergency room, and intensive care teams to schedule supplies that keep vital care running smoothly. Health professionals need regular team meetings plus shared databases to understand each other better when they work together to deliver just-in-time results. A thorough training program and educational activities make JIT succeed. Healthcare staff need to learn and understand JIT basics if the initiative is going to grow. We guide medical and support staff members to know why high-quality data Global Journal of Engineering and Technology Advances, 2025, 22(01), 149-161 157 entry is necessary, plus they should use our updated systems. Our staff training helps employees understand how JIT makes patient care better and work runs smoother while developing their commitment to making JIT successful. Healthcare organizations must stay dedicated to watching and making changes to JIT systems for success. Inventory and supply chain system analysis reveals usage problems that need immediate solutions. Through regular talks between healthcare team members and supply chain partners, healthcare providers can adjust their JIT procedures to match new medical demands. Healthcare providers employ inventory usage patterns to refine their purchasing steps while balancing patient demand when allocating resources. DevOps integration helps JIT with better-automated systems and faster adjustments across networks. Using DevOps principles helps update inventory systems quickly and prepare them for new demands. Automation tools do basic work, like creating orders and tracking stock to let healthcare specialists handle serious tasks. New technologies help JIT operations run better while making the system grow and stay reliable. A full implementation of JIT inventory management in healthcare needs all three components to succeed: better technology tools, better supply chain collaboration, and better ways to improve care. Healthcare organizations achieve JIT benefits best by combining advanced software systems with strong supplier connections, team training, and teamcentered activities. When properly implemented, JIT helps organizations maintain necessary supplies, which boost their operational standards and enhance medical treatment results. Table 3 Implementation Strategies for JIT Inventory Management in Healthcare and Their Associated Benefits Strategy Benefits AI-Powered Forecasting Accurate demand prediction IoT-Enabled Inventory Tracking Real-time inventory monitoring Blockchain for Supply Chain Transparency Improved trust and traceability Integrated Cloud-Based Platforms Centralized data and scalability Vendor Collaboration for Rapid Replenishment Minimized delays in supply delivery Sustainability Practices Eco-friendly operations and waste reduction Figure 4 Visualization of Implementation Strategies for JIT in Healthcare and Associated Benefits Complexity 6. Challenges in JIT implementation Just-in-time inventory management brings clear results but faces multiple implementation problems in healthcare. Using precise current inventory information to predict demand presents the main obstacle for organizations. Wrong or