Transforming Manufacturing Operations for Improved Results

McKinsey & Company shows how Danone turns operations into a growth engine. A sharp interview by Pierre de la Boulaye and Søren Fritzen with Vikram Agarwal highlights a structural shift across the FMCG industry. For decades, operations were treated as a cost center. That paradigm is changing. Leading companies now position operations as a driver of growth and competitiveness. The transformation at Danone shows how AI, digital manufacturing and advanced supply chains are reshaping the sector. Several insights stand out. 1) AI turns factories predictive Operators increasingly monitor production lines via tablets instead of control rooms. AI systems detect potential equipment failures before they occur, for example overheating motors in packaging lines. Maintenance shifts from reactive repair to predictive intervention, improving uptime and efficiency. 2) Capacity planning becomes strategic Danone distinguishes three ways to build manufacturing capacity: • Release capacity from existing assets • Transform capacity by converting underperforming lines • Create capacity through new production investments Transforming existing lines enables growth with much lower capital intensity than building new factories. 3) AI reshapes supply chains Danone uses AI models to forecast ingredient costs and supply chain dynamics across global agricultural markets. Instead of analyzing thousands of variables, systems process millions of data points. For a company managing roughly €13.7B in COGS, forecasting accuracy becomes a competitive advantage. 4) Digital manufacturing at scale Danone’s Digital Manufacturing Acceleration program already covers 80+ factories, with 40 more joining soon, across 140+ production sites globally. The ambition goes beyond Industry 4.0 toward Industry 5.0, combining machines, AI and human expertise. 5) People remain central Danone employs 47,000+ people in operations, about half of its workforce. Through its Industry 5.0 Academy, the company has already trained around 20,000 employees in digital manufacturing capabilities. Why this matters The global FMCG industry generates over $4 trillion in annual sales and operates on tight margins. Even small improvements in forecasting, manufacturing efficiency or capacity utilization can translate into billions in value creation. As demand shifts toward health, high-protein and plant-based products, supply chains must become faster and more flexible. AI-driven operations are becoming a strategic advantage. The signal for FMCG leaders is clear: Competitive advantage is increasingly built beyond brands and marketing — in operations. #operations #manufacturing #ai #digitaltransformation #foodindustry #foodtech #retailtech #innovation #procurement #datadriven #danone #france #europe #startup #investors #marketing #sales #technology #logistics

A few years ago, I walked into a plant that was running at just 25% capacity. Targets were routinely missed. Morale was low. The energy on the shop floor felt more like survival than ambition. It was clear: this wasn’t just a performance issue — it was a systems, mindset, and leadership challenge. Here’s how we turned it around: 🔧 Debottlenecking: We mapped out every choke point in the process and tackled them one by one. From equipment constraints to procedural delays, we removed friction wherever it lived. 📊 Resource Utilisation: We restructured shifts, reallocated tools, and aligned material flow to actual demand. No more idle assets or overburdened teams — just smart, responsive operations. 🤝 Cross-functional Collaboration: Silos were broken. Daily huddles brought together operations, maintenance, and planning. Problems were solved in real-time, not passed down the line. 📣 A Rallying Cry: We needed more than fixes — we needed belief. So we launched a rallying cry that gave every team member clarity, purpose, and pride. It wasn’t just about hitting numbers — it was about owning the mission. The impact? Capacity utilisation surged Line stoppages dropped Team engagement soared This wasn’t a miracle. It was disciplined execution, relentless focus, and leadership that showed up every day. The team didn’t just follow — they led. And that made all the difference. If you’re facing a similar challenge, start with the constraints. Align your resources. Build a culture that believes. The results will follow. #manufacturing #operations #leadership #turnaround #continuousimprovement #teamwork #culturematters         

From Backlogs, Missed Due Dates and Cost Overruns to Outstanding Results: How Theory of Constraints (TOC) Transformed the U.S. Marine Corps Maintenance Depots All this week, I’ve been sharing insights and addressing common misunderstandings on how to set and achieve very ambitious organizational goals with the TOC. But can TOC work for a government agency or other for-purpose organizations? One of my favorite case studies to show what’s possible in For-Purpose Organizations with the focus TOC can provide, is what happened at the U.S. Marine Corps Maintenance Depots. Their “For-Purpose” Goal is to maintain the operational readiness of weapon systems and equipment. But in reality, they had a state of “unreadiness” due to growing backlogs, cost overruns, and late deliveries. And traditional “business” approaches did not seem to work. Yet after applying TOC, they transformed operations from a state of constant struggle into one of “outstanding performance”. How did TOC make the Difference: •           Identify the System Constraint(s): The depots pinpointed the bottlenecks hampering throughput. •           Better Exploit System Constraint(s): Policies and metrics were subordinated and Processes streamlined to prevent overproduction and avoid starving or blocking the constraint(s),  •           Continuous Improvement & Capitalization: Each resolved or elevated bottleneck revealed new capacity and capability that could be capitalized on to secure more business Results Beyond Expectations: Consider the MK-48 power unit line. They went from producing just 5 units/month late to 23 units/month on-time after TOC. And this was achieved with the same OpEx which avoided cost overruns. To sustain the performance, the depots integrated TOC with Lean and ISO 9000 within their traditional MRP system. A People-Driven Success: At the heart of this turnaround were the depot employees. Their empowerment and dedication turned the Marine Corps Maintenance Depots into a benchmark of efficiency and reliability. This case study shows that any organization—public or private—can use TOC to achieve MORE with LESS in LESS time without the need for new IT systems or more budget. An interesting note is that the Marine Corps created the below “Before vs. After” video to assure their clients these results weren’t a fluke, but by design, using the systems approach of TOC. The video quickly spread amongst customers.  Customers - once dissatisfied - became advocates, entrusting the depots with more work. And their improved performance allowed the MC depots to even compete with private industry, forming valuable public-private partnerships. Key Takeaway. This “Capitalize” step (to ensure the constraint does not move to the market) is often skipped which can result in the “excess” capacity exposed by TOC becoming the target for lay-offs, which will kill future continuous improvement efforts. Looking forward to your comments/questions…

Metaphor-Driven Change: A breakthrough tool for achieving operational excellence. A manufacturing enterprise today resembles a foundry - its strength lies in its ability to adapt and renew. In today's environment of shifting markets and technology, success requires transformation, not just efficiency. Just as a foundry uses heat to forge new materials, businesses must use disruption to enhance operations, becoming sharper and more agile. True operational turnaround is about skilled continuous improvement, not simply crisis management. 1. From Production to Precision – Reimagining the Core - Traditional manufacturing has typically focused on output, whereas current approaches emphasize precision, including considerations of quality, timing, and cost. The industry is moving from volume-based assessments to value-based performance, incorporating process control, automation, and data analysis. Precision manufacturing is designed to minimize variance, improve reliability, and support predictability as part of operational practices.   2. The Digital Foundry – Where Machines and Intelligence Meet - Industry 4.0 is an operating philosophy that connects machines, data, and people to form a digital foundry—a dynamic system enabling proactive decision-making through predictive maintenance, real-time OEE dashboards, and machine learning models. This drives productivity and agility without extra capital investment. 3. Lean as a Mindset – Not a Toolkit - Lean transformation extends beyond isolated Kaizen events; it represents an organizational mindset. Every process, shift, and operator plays an integral role in driving continuous improvement. The organization is formalizing lean leadership, enabling teams to systematically eliminate waste, minimize downtime, and optimize workflow at the source. The objective is to embed excellence as a standard practice rather than treat it as a temporary initiative. 4. Talent as the Catalyst – Forging Capability and Pride - Machines deliver performance, but people deliver transformation. We are investing in skill renewal — creating cross-functional leaders and digitally fluent technicians who understand both craftsmanship and data. A turnaround succeeds when every employee sees themselves as a maker of change. We aim to build a culture where capability, accountability, and pride are fused at every level. 5. Sustaining the Fire – Excellence as a Continuous Loop - Operational turnaround is not a one-time effort; it’s a continuous cycle of melting, molding, and mastering. We will embed review rhythms, performance transparency, and data-led governance to keep the fire alive — ensuring that every improvement sparks the next. This is how we build endurance — not through urgency, but through sustained rhythm. Excellence becomes not an initiative, but our organizational DNA. Reference: HBR framework on the power of metaphors in change communication (Oct 2025) #operationalexcellence #continousimprovement

Most manufacturing leaders know they need continuous improvement. Few know why it's not working. I see the same pattern repeatedly: companies launch improvement initiatives with energy, but momentum fades within months. The problem? They're missing the systematic approach that makes change stick. Here's the framework that separates sustained improvement from flavor-of-the-month programs: Measure What Matters Most organizations track too much or too little. Focus on the dimensions that drive business performance: Safety, Quality, Delivery, and Cost. The gap between current state and target state tells you exactly where to focus. Go to the Gemba You need to see where work actually flows—where delays cascade, where workarounds become standard practice, where small inefficiencies compound into major losses. Engage the Right Voices Form cross-functional problem-solving teams that include frontline employees and upstream/downstream stakeholders. Facilitate a structured problem solving process. The best solutions come from those closest to the work. Pilot, Measure, Scale Test changes on a limited scale. Measure impact rigorously. Adjust based on data, not opinions. Then, hardwire the improvement into standard work and move to the next opportunity. The difference between companies that cope and companies that transform isn't tools—it's discipline. Continuous improvement becomes a culture when there's both an expectation of excellence and a proven process for achieving it. When done right, it creates ownership, accountability, and measurable results quarter after quarter. If your improvement initiatives aren't delivering sustained results, change the framework. Implement the iterative process that measures, observes, engages, and takes action. #OperationalExcellence #LeanSixSigma #ProcessImprovement #ContinuousImprovement #GrossMargin #BusinessConsulting

𝗧𝗵𝗲 𝗦𝘁𝗿𝗮𝘁𝗲𝗴𝗶𝗰 𝗥𝗲𝗹𝗮𝘁𝗶𝗼𝗻𝘀𝗵𝗶𝗽 𝗕𝗲𝘁𝘄𝗲𝗲𝗻 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗮𝗻𝗱 𝗠𝗮𝗻𝘂𝗳𝗮𝗰𝘁𝘂𝗿𝗶𝗻𝗴: 𝗕𝗲𝘆𝗼𝗻𝗱 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 Artificial Intelligence (AI) is no longer a 𝗳𝘂𝘁𝘂𝗿𝗶𝘀𝘁𝗶𝗰 concept—it’s a 𝘀𝘁𝗿𝗮𝘁𝗲𝗴𝗶𝗰 lever. For Operations Directors and Senior Management, the key is moving from awareness of AI to 𝗶𝗻𝘁𝗲𝗻𝘁𝗶𝗼𝗻𝗮𝗹 implementation that transforms operations from the core. Here are five innovative/strategic ways: 𝟭. 𝗣𝗿𝗲𝗱𝗶𝗰𝘁𝗶𝘃𝗲 𝗣𝗿𝗲𝗰𝗶𝘀𝗶𝗼𝗻 𝗢𝘃𝗲𝗿 𝗥𝗲𝗮𝗰𝘁𝗶𝘃𝗲 𝗠𝗮𝗶𝗻𝘁𝗲𝗻𝗮𝗻𝗰𝗲 🔍AI-powered predictive maintenance is shifting maintenance from a 𝗰𝗼𝘀𝘁 𝗰𝗲𝗻𝘁𝗲𝗿 to a 𝗽𝗲𝗿𝗳𝗼𝗿𝗺𝗮𝗻𝗰𝗲 driver. By leveraging sensor data and machine learning, companies are 𝗽𝗿𝗲𝗱𝗶𝗰𝘁𝗶𝗻𝗴 equipment failures before they happen—cutting 𝗱𝗼𝘄𝗻𝘁𝗶𝗺𝗲 by up to 50% and increasing asset lifespan. 𝟮. 𝗔𝗜 𝗮𝘀 𝘁𝗵𝗲 𝗖𝗼𝗻𝘁𝗿𝗼𝗹 𝗧𝗼𝘄𝗲𝗿 𝗼𝗳 𝘁𝗵𝗲 𝗦𝘂𝗽𝗽𝗹𝘆 𝗖𝗵𝗮𝗶𝗻 🔍AI enables real-time 𝗱𝗲𝗰𝗶𝘀𝗶𝗼𝗻-𝗺𝗮𝗸𝗶𝗻𝗴 in supply chain management by integrating data from demand signals, logistics networks, and supplier performance. Instead of relying on lagging indicators, AI provides a 𝗽𝗿𝗼𝗮𝗰𝘁𝗶𝘃𝗲, 𝗽𝗮𝗻𝗼𝗿𝗮𝗺𝗶𝗰 view. 𝟯. 𝗗𝘆𝗻𝗮𝗺𝗶𝗰 W𝗼𝗿𝗸𝗳𝗼𝗿𝗰𝗲 𝗔𝘂𝗴𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻, 𝗡𝗼𝘁 𝗥𝗲𝗽𝗹𝗮𝗰𝗲𝗺𝗲𝗻𝘁 🔍AI doesn’t eliminate jobs—it enhances human capability. Collaborative robots ("cobots") and AI interfaces are enabling human workers to 𝗳𝗼𝗰𝘂𝘀 on high-skill, value-added tasks, while AI handles 𝗿𝗲𝗽𝗲𝘁𝗶𝘁𝗶𝘃𝗲/𝗱𝗮𝗻𝗴𝗲𝗿𝗼𝘂𝘀 functions. 𝟰. 𝗔𝗜-𝗗𝗿𝗶𝘃𝗲𝗻 𝗘𝗻𝗲𝗿𝗴𝘆 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗮𝘁𝗶𝗼𝗻 🔍AI algorithms are now capable of analyzing plant energy usage patterns and dynamically adjusting operations to 𝗺𝗶𝗻𝗶𝗺𝗶𝘇𝗲 𝘄𝗮𝘀𝘁𝗲. Real-time energy optimization helps meet 𝘀𝘂𝘀𝘁𝗮𝗶𝗻𝗮𝗯𝗶𝗹𝗶𝘁𝘆 goals without compromising output. 𝟱. 𝗛𝘆𝗽𝗲𝗿-𝗣𝗲𝗿𝘀𝗼𝗻𝗮𝗹𝗶𝘇𝗲𝗱 𝗠𝗮𝗻𝘂𝗳𝗮𝗰𝘁𝘂𝗿𝗶𝗻𝗴 𝘄𝗶𝘁𝗵 𝗔𝗜-𝗟𝗲𝗱 𝗤𝘂𝗮𝗹𝗶𝘁𝘆 𝗖𝗼𝗻𝘁𝗿𝗼𝗹 🔍Smart vision systems powered by AI 𝗱𝗲𝘁𝗲𝗰𝘁 quality deviations at the micro-level, enabling hyper-personalized production with 𝗻𝗲𝗮𝗿-𝘇𝗲𝗿𝗼 𝗱𝗲𝗳𝗲𝗰𝘁𝘀. This transforms batch manufacturing into a leaner, more customer-responsive model. 💥𝗔𝗜 𝗶𝘀𝗻’𝘁 𝗷𝘂𝘀𝘁 𝗮 𝘁𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝘆—𝗶𝘁’𝘀 𝗮 𝗹𝗲𝗮𝗱𝗲𝗿𝘀𝗵𝗶𝗽 𝗱𝗲𝗰𝗶𝘀𝗶𝗼𝗻. 𝗧𝗵𝗲 𝗺𝗮𝗻𝘂𝗳𝗮𝗰𝘁𝘂𝗿𝗶𝗻𝗴 𝗰𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝘁𝗵𝗮𝘁 𝘀𝘂𝗰𝗰𝗲𝗲𝗱 𝘄𝗼𝗻’𝘁 𝗯𝗲 𝘁𝗵𝗲 𝗼𝗻𝗲𝘀 𝘁𝗵𝗮𝘁 𝗮𝗱𝗼𝗽𝘁 𝗔𝗜 𝗳𝗮𝘀𝘁𝗲𝘀𝘁, 𝗯𝘂𝘁 𝘁𝗵𝗼𝘀𝗲 𝘁𝗵𝗮𝘁 𝗱𝗼 𝘀𝗼 𝗺𝗼𝘀𝘁 𝘀𝘁𝗿𝗮𝘁𝗲𝗴𝗶𝗰𝗮𝗹𝗹𝘆—𝗮𝗹𝗶𝗴𝗻𝗶𝗻𝗴 𝗔𝗜 𝗶𝗻𝗶𝘁𝗶𝗮𝘁𝗶𝘃𝗲𝘀 𝗱𝗶𝗿𝗲𝗰𝘁𝗹𝘆 𝘄𝗶𝘁𝗵 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗼𝘂𝘁𝗰𝗼𝗺𝗲𝘀. 𝗟𝗲𝘁’𝘀 𝗻𝗼𝘁 𝗷𝘂𝘀𝘁 𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗲. 𝗟𝗲𝘁’𝘀 𝗶𝗻𝗻𝗼𝘃𝗮𝘁𝗲 𝘄𝗶𝘁𝗵 𝗶𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲. #CarlosToledo #DirectorOperations #AI #operations #productivity

Transformation thrives when people are empowered to make the most of technology. 🚀 My recent visit to the Bosch production facility for automotive and eBike drives in Miskolc, Hungary, showcased this perfectly. I was deeply impressed to see firsthand how their progress in digitalization and the implementation of the Bosch Manufacturing and Logistics Platform (BMLP) is reshaping their manufacturing operations. BMLP is a globally standardized, open IT platform that connects all stages of production and logistics. During an insightful plant tour, I observed a successful example of how the platform leads to significant improvements in efficiency, quality, and data transparency across the plant. What stood out most was seeing the passionate and enthusiastic team at Miskolc leverage this technology in action and achieving great results towards operational excellence. Here are three key areas where BMLP is contributing to the plant’s digital transformation success, powered by our NEXEED IAS: 1️⃣ Enhanced Efficiency & Reduced Downtime: The module Shopfloor Management enables a closed PDCA cycle in production by consequent integration of all relevant information in one system. This leads to quick reaction in case of deviations to minimize downtimes and safeguard the daily performance targets.   2️⃣ Improved Product Quality: Continuous monitoring throughout production stages helps the team identify issues early, ensuring top-tier quality while driving process improvements.   3️⃣ Change Management: Change management plays a crucial role in digital transformation within a plant. As seen in Miskolc, effectively managing change ensures that the workforce is engaged, and equipped to embrace new technologies, driving sustainable success. In Miskolc we have seen solutions using gamification that help to involve all associates, making the transition both engaging and effective.   I was also excited to see AI in action with a live demo of 8D Analysis using GenAI, cutting failure analysis time by half. By automating the root cause analysis process, engineers are now spending less time on administrative tasks and more on proactive problem-solving – a great example of how technology empowers people. Beyond the production lines, the most rewarding part of the visit was engaging with the team. Their passion for digitalization, commitment to upskilling, and their drive for innovation truly brought home the message: technology is only as strong as the people behind it. A special thank you to the entire Miskolc team for the inspiring discussions and warm welcome – along with Volker Schilling, Klaus Maeder, Joerg Klingler, Volker Schiek, Norbert Jung, Stephan Brand, Aemen Bouafif, and everyone who joined us on this great trip. I’m excited to see what’s next on this incredible digitalization journey!

In my experience leading multiple right-sizing and transformation projects, one hard lesson has become clear: restructuring is pointless without addressing deeper operational inefficiencies and mindsets. Recently I worked with an organization that had undergone several rounds of delayering to reduce costs. Each time, they achieved short-term savings but found costs creeping back within a year. Why? The focus was only on headcount reduction, not on changing how the work was done. Processes remained complex, duplication persisted, and workloads increased. The result? Employee burnout, disengagement, and an eventual rebuild of the same layers they had removed. To break this cycle, we focused on process simplification and eliminating redundancy. By redesigning workflows and clarifying responsibilities, we moved from “doing more with less” to doing less, but better. Clear timelines and transparent communication helped manage uncertainty, and the organization sustained the changes long after the initial restructuring. Restructuring is not about cost-cutting alone—it’s about creating sustainable ways of working. Without a shift in processes, coordination, and mindset, it’s just a temporary fix. True transformation aligns structure, operations, and culture to enable long-term success.

Redefining Excellence in Supply Chain Planning and Execution in the Manufacturing Industry A few years ago, leading Demand and Supply Planning in LATAM, I faced one complex challenge, a key plant in our regional network was struggling with inefficiencies in planning and execution. This led to excess inventory, soaring operational costs, and growing dissatisfaction among customers. I realized this wasn’t just a local issue but an opportunity to establish a benchmark model that could transform regional operations and deliver global impact. 𝗞𝗲𝘆 𝗔𝗰𝘁𝗶𝗼𝗻𝘀 t𝗵𝗮𝘁 m𝗮𝗱𝗲 𝘁𝗵𝗲 d𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝗰𝗲 🔄 Redesigned the Sales and Operations Planning (S&OP) Process : Introduced a robust S&OP methodology with common indicators. 📊 Implemented Advanced Tools: Deployed Kinaxis and optimized SAP, centralizing data and enabling E2E supply chain visibility. 🤝 Collaborated with Key Suppliers and Customers: Negotiated agreements to align forecasts and adjust inventory levels, significantly improving responsiveness. 🌍 Global Training Program: Led a continuous improvement initiative for local and regional teams, ensuring adherence to global standards across all sites. ✍ Lesson learned: constantly improving processes that impact the perfect balance between demand and supply. 𝗢𝘂𝘁𝘀𝘁𝗮𝗻𝗱𝗶𝗻𝗴 𝗥𝗲𝘀𝘂𝗹𝘁𝘀 📉 Reduced inventory by 25%, freeing up over $10M in working capital. 📈 Improved customer service levels from 85% to 98% in under 12 months, exceeding targets. 🌍 Global Benchmark: The initiative became a success story replicated across five additional plants in other regions. 💰 Optimized profitability: Achieved a 20% reduction in operational costs by streamlining resources and processes. ✍ Lesson learned: Improving forecasting, as the main trigger for supply and inventory plans, improves operational and financial indicators. 𝗙𝘂𝘁𝘂𝗿𝗲 𝗣𝗹𝗮𝗻𝘀 🚀 Continuous Digital Transformation: Scale the integration of AI and Machine Learning tools. 🤝 Stronger Global Collaboration: Foster strategic partnerships to create a more resilient and sustainable supply network. 🌍 Commitment to Sustainability: Implement solutions to minimize environmental impact across global operations. This project proved that with the right strategies and visionary leadership, it’s possible to redefine operational excellence in the supply chain. We turned a local challenge into a global success, surpassing customer and stakeholder expectations while building a model that continues to drive results today. 🔑 What if we could replicate this transformation across your global network? I’m ready to lead initiatives that turn challenges into success stories, maximizing profitability and supply chain efficiency. ❓ What has been the most impactful strategy driving change in your global supply chain? I’d love to hear your story! 👤 Alejandro Sánchez Zavala 📞 +52 4422076495 📥 alesanzav2411@gmail.com 📱 wa.link/c44pfd Filiberto Cano

The most successful digital transformations I've seen start with people. There's a misconception that the future of manufacturing is about replacing workers with robots and AI. Sure, there are inline welding robots, pick-and-place systems, and AMRs moving materials autonomously. However, the question that separates successful implementations from failed ones always centre around people. We often ask, "how will this technology make our people more effective?" When we put people at the centre of transformation, technology becomes what it should be: an enabler. AI-powered predictive maintenance gives technicians foresight to prevent failures before they happen. Cloud-enabled systems provide operators real-time insights to optimise processes and improve quality. Automation removes repetitive tasks so skilled workers can focus on problem-solving and continuous improvement. Successful transformation happens when you design for people first, then choose the technology that enables their success. What does people-centred transformation look like in your operation? #digitaltransformation #predictivemaintenance #AI #robots #AMR