How Gen AI can be used to standardize distribution processes and procedures
When distribution centers document and standardize their processes and procedures, they can better ensure a consistent level of quality and performance. Now generative artificial intelligence (Gen AI) can make creating those documents easier than ever before.
Steve Levy is the vice president of Enterprise Architecture for the distribution industry at Infor. Before joining Infor, he honed his skills and expertise working in the distribution industry and was the executive vice president at a wholesale paper distributor.
Documented processes and procedures are an important aspect of any successful distribution operation. Without process documentation, product gets shipped and not billed, customer orders and items get lost, and employees get upset. Distribution outfits need some form of step-by-step manuals, workflow diagrams, or digital instructions to ensure that operations run smoothly, consistently, and efficiently. However, creating and updating these documents has, historically, been time-consuming and resource-intensive.
Generative artificial intelligence (Gen AI)—a subset of AI that can create content, such as text, images, videos, and other media—can help. This cutting-edge technology has the potential to streamline the process of creating documented processes and procedures. As a result, it can become a cornerstone for companies looking to optimize their distribution operations, streamline training processes, and provide a superior customer experience. What once seemed like a distant futuristic possibility is now a crucial tool for the modern distribution industry.
The cornerstone of consistency
Documented procedures standardize operations across all levels of the distribution chain, from warehouse workers to managers. When employees follow clearly defined steps, consistency in task execution becomes a given. This is especially important in large distribution centers where employees might work on similar tasks but in different shifts. Standardization helps maintain a consistent level of quality, regardless of who is performing the job. This not only enhances operational efficiency but also minimizes errors.
In addition to providing consistency, documented processes and procedures have several other benefits such as streamlining training and onboarding, enhancing knowledge retention, improving performance evaluation, aiding in continuous improvement efforts, and ensuring compliance with industry regulations.
Training and onboarding:Training new employees is a critical phase in any organization, but even more so in the distribution sector, where complex logistics and time-sensitive processes are involved. Clear, documented procedures make it easier to onboard new staff, reducing the learning curve and ensuring they can contribute effectively in a shorter amount of time. These materials are a reliable resource for employees, allowing them to refer back whenever they are uncertain about the correct procedure for a task.
In the past, training often depended on experienced employees showing new hires the ropes, which can be time-consuming and inconsistent. Well-documented processes eliminate this dependency and ensure that training is uniform across the board, leading to faster, more efficient onboarding.
Knowledge retention: One of the biggest challenges many organizations face is the loss of knowledge when experienced employees leave. A robust system of documented procedures acts as an institutional memory, preserving critical knowledge and ensuring that valuable insights and practices are not lost when staff turnover occurs. This continuity is essential for maintaining long-term operational efficiency.
Performance evaluation and continuous improvement: Standardized, documented procedures allow for more objective performance evaluations. Managers can measure employee performance against clearly defined expectations, identifying areas of strength and opportunities for improvement. In addition, these documents serve as a foundation for continuous improvement efforts. By periodically reviewing and refining procedures, businesses can adapt to changing market conditions, adopt new technologies, and optimize workflows to stay competitive.
Compliance and auditing: In today’s regulatory environment, compliance is non-negotiable. Documented procedures are vital in ensuring that a company complies with industry regulations. When processes are clearly outlined and followed, it is easier to demonstrate adherence to safety standards, labor laws, and environmental regulations. This helps avoid costly fines and simplifies the auditing process, reducing the time and resources required for internal and external audits.
The perils of unclear instructions
When warehouses operate without clear, well-documented processes, they expose themselves to risks and inefficiencies. Unclear expectations create uncertainty, which can ripple across the entire operation. Here are some common examples:
Inconsistent performance and increased error rates: Employees may interpret tasks differently without standardized guidelines, leading to inconsistent performance. Variations in completing tasks can result in some excellent but many suboptimal outcomes. For instance, one employee may prioritize speed, while another focuses on accuracy. This inconsistency affects productivity and can lead to a higher error rate in order fulfillment, inventory management, or customer service.
Even small errors can have big consequences in a fast-paced warehouse environment. Incorrectly filled orders, damaged goods, or delayed shipments can damage customer relationships and result in financial losses.
Higher training costs and reduced productivity: When processes are not clearly defined, training new employees becomes more resource-intensive. Without a formalized training program supported by documented procedures, trainers often have to spend more time demonstrating tasks and correcting mistakes. This increases the cost of training and diverts experienced staff away from their regular duties, thus lowering overall productivity.
Customer dissatisfaction: Customer experience is a key differentiator in today’s competitive marketplace. Consistency in processes directly impacts how customers perceive a brand. A positive, uniform experience across multiple interactions strengthens brand identity and fosters loyalty. Customers are more likely to become repeat buyers when they know they can rely on the distributor to deliver on its promises, whether that’s order accuracy, speed of delivery, or responsiveness to inquiries.
Inconsistent service inevitably leads to customer dissatisfaction. Customers expect a reliable and uniform experience, especially regarding delivery times, product availability, and order accuracy. A lack of clear, repeatable processes can make it more likely for a company to fail to meet customer expectations, leading to complaints, returns, and, ultimately, loss of business.
Difficulty scaling operations: Scaling operations becomes increasingly difficult when there is no standardized playbook to follow. As distribution centers grow or a company expands to new locations, replicating success becomes challenging if processes are unclear.
Scalable, consistent processes also allow companies to grow their operations while maintaining the same level of service quality. This scalability becomes a significant competitive advantage in a sector where margins are thin and efficiency is paramount. By ensuring that processes are repeatable and effective, companies can focus on expanding their reach and entering new markets without sacrificing quality.
The potential role of Gen AI
Gen AI is a game changer for distribution operations that are looking to create, update, or optimize their process documentation. Gen AI can drastically reduce the time and effort required to develop comprehensive procedural guidelines by automating and enhancing the content creation process. (Figure 1 above lists the main benefits of using Gen AI to create process documentation and procedures.)
One of the most significant advantages of Gen AI is its ability to generate content quickly. Whether creating initial drafts of process documents or updating existing procedures, AI can handle these tasks in a fraction of the time it would take a human team. AI can also customize the content for specific roles, locations, or scenarios, ensuring the documentation is relevant and applicable to various operational segments.
Gen AI can create documentation in multiple formats, including text-based manuals, visual flowcharts, and instructional videos. This flexibility allows companies to create a variety of training materials that cater to different learning styles and ensures that employees can access information in the format that works best for them. Furthermore, as procedures evolve over time, AI can easily update these documents, keeping them current and aligned with the latest operational requirements.
Best practices and considerations
While the potential benefits of Gen AI are clear, successful implementation requires careful planning and strategic execution. The following are some key considerations that companies must keep in mind as they use Gen AI tools in real-world situations:
Human oversight: AI-generated content should not replace human expertise but rather complement it. Subject matter experts must review AI-generated documents to ensure their accuracy and relevance.
Data quality: AI systems need access to high-quality data to be effective, so ensuring that your organization’s operational data is up-to-date is critical.
Ethical considerations: As with any AI system, ethical considerations must be taken into account, particularly regarding potential biases in the content.
Employee training: Companies must also invest in training their employees to use AI tools effectively, ensuring that they can access and apply the information generated by AI systems.
Security and privacy: As AI systems rely on sensitive operational data, robust security measures are necessary to protect this information.
Change management: Introducing AI significantly changes how employees access and use procedural documentation. Clear communication and training are essential to ensure smooth adoption and to help employees see AI as a tool that enhances their work rather than a threat to their jobs.
Embracing the future of distribution
The distribution sector is on the brink of a significant transformation in today's fast-paced, ever-evolving business landscape. The driving force behind this change is the rise of artificial intelligence and, more specifically, generative AI.
It’s important to realize that Gen AI is not just a tool for the future—it is a tool that can already be used today to improve distribution processes. Companies can create more consistent, efficient, and scalable operations by embracing this technology. AI is poised to revolutionize how companies document and update their distribution processes, which in turn can streamline training and onboarding and improve customer satisfaction and operational efficiency.
As the industry moves forward, those who integrate Gen AI into their operations will be better positioned to meet the demands of a dynamic marketplace. The future of distribution lies in the partnership between human expertise and AI, creating a synergy that drives innovation and sets a new standard for excellence in the field.
About the author: Steve Levy is the vice president of Enterprise Architecture for the distribution industry at Infor. Before joining Infor, he honed his skills and expertise working in the distribution industry and was the executive vice president at a wholesale paper distributor.
It’s getting a little easier to find warehouse space in the U.S., as the frantic construction pace of recent years declined to pre-pandemic levels in the fourth quarter of 2024, in line with rising vacancies, according to a report from real estate firm Colliers.
Those trends played out as the gap between new building supply and tenants’ demand narrowed during 2024, the firm said in its “U.S. Industrial Market Outlook Report / Q4 2024.” By the numbers, developers delivered 400 million square feet for the year, 34% below the record 607 million square feet completed in 2023. And net absorption, a key measure of demand, declined by 27%, to 168 million square feet.
Consequently, the U.S. industrial vacancy rate rose by 126 basis points, to 6.8%, as construction activity normalized at year-end to pre-pandemic levels of below 300 million square feet. With supply and demand nearing equilibrium in 2025, the vacancy rate is expected to peak at around 7% before starting to fall again.
Thanks to those market conditions, renters of warehouse space should begin to see some relief from the steep rent hikes they’re seen in recent years. According to Colliers, rent growth decelerated in 2024 after nine consecutive quarters of year-over-year increases surpassing 10%. Average warehouse and distribution rents rose by 5% to $10.12/SF triple net, and rents in some markets actually declined following a period of unprecedented growth when increases often exceeded 25% year-over-year. As the market adjusts, rents are projected to stabilize in 2025, rising between 2% and 5%, in line with historical averages.
In 2024, there were 125 new occupancies of 500,000 square feet or more, led by third-party logistics (3PL) providers, followed by manufacturing companies. Demand peaked in the fourth quarter at 53 million square feet, while the first quarter had the lowest activity at 28 million square feet — the lowest quarterly tally since 2012.
In its economic outlook for the future, Colliers said the U.S. economy remains strong by most measures; with low unemployment, consumer spending surpassing expectations, positive GDP growth, and signs of improvement in manufacturing. However businesses still face challenges including persistent inflation, the lowest hiring rate since 2010, and uncertainties surrounding tariffs, migration, and policies introduced by the new Trump Administration.
Atlanta, GA, Feb 6, 2025 - Today Exotec®︎, a global warehouse robotics provider, announced the commercial launch of the Next Generation of Skypod®︎ system with higher performance, improved storage density, and advanced software features.
The Next Generation of Skypod comes with a number of design improvements including a new and more compact Skypod robot, a workstation for robot-to-robot picking, high-throughput Exchanger, and denser storage. These redesigns combined with new software features improve the throughput at a single workstation by 50% while also enhancing storage density up to 30% compared to the previous generation.
The key differentiator for the Next Generation of Skypod is the ability to handle both each and case picking, positioning Exotec to better address multichannel needs with a single solution. The system also natively supports a number of value-added logistics features that traditionally require external equipment and complex subsystems. This not only enables customers to simplify the flow of goods through the warehouse, but also significantly shrinks the system footprint by cutting down the need for conveyors, sorters, external storage, and packing stations.
Specifically, the Next Generation of Skypod supports:
Integrated Buffer: Next-Gen Skypod handles buffering within the system. Following order preparation at the Workstation, completed or semi-completed orders get automatically stored inside the racks until they are ready for outbound, or further consolidation. This helps reduce the need for staging areas or any other external buffer systems.
Perfect Sequencing: Next-Gen Skypod handles strict outbound sequencing prior to ejecting orders by using robots and the Exchanger. The robots group orders and deliver them in a specific arrangement to the Exchanger, which then routes the orders to outbound. This enables precise loading of pallets, containers, or trucks based on delivery routes, store planograms, or other unloading requirements, all without the need for external sorting equipment.
Pick-and-Pack: Next-Gen Skypod handles packing as an integrated part of the picking process. Operators pick directly into fulfillment containers, removing the need for manual packing operations downstream. This functionality pairs extremely well with right-size packaging solutions. These solutions can be integrated with Next-Gen Skypod to enable picking into right-size containers, significantly cutting last-mile costs.
“When designing the Next Generation Skypod, our goal was to create a solution that would set the industry standard of operational excellence and elegance for the next decade and beyond," said Romain Moulin, CEO and co-founder of Exotec. “We’re already seeing our customers reimagine their entire supply chain around the transformative capabilities of this innovation, from combining case and each picking operations to leveraging outbound sequencing to improve transportation costs. Witnessing this level of impact has been incredibly rewarding.”
Exotec developed the Next Generation of Skypod in response to evolving market needs and feedback from the existing customer base, which increasingly demands warehouse robotics to address a wider range of processes within the warehouse walls. Over the past two years, Exotec has sold and deployed the Next Generation Skypod system globally in stealth mode. The company has successfully secured over 20 projects worldwide, totaling $400M to customers including Oxford Industries (Tommy Bahama, Lilly Pulitzer, Southern Tide, etc.), Grainger, and E.Leclerc to strengthen their supply chain operations.
“We chose Exotec for its storage density and its operational flexibility. Robotic advancements have enabled us to set up a larger buffer area for prepared orders within the system,” said Maxence Maurice, CEO E. Leclerc Seclin. “Previously, I estimated that the customer journey, from arriving at the drive to leaving with their groceries, took between 10 and 15 minutes. Today, with the Exotec solution, it takes less than 5 minutes.”
For more information on the Next Generation of Skypod system, please visit www.exotec.com.
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About Exotec Exotec is a global warehouse robotics company powering the world's largest brands. The company combines the best of hardware and software to offer elegant warehouse robotic systems that drive operational efficiency, add resiliency, and improve working conditions for warehouse operators. 50+ industry-leading brands including Gap Inc., Carrefour, Decathlon, and UNIQLO trust Exotec to improve their operations across 100+ sites worldwide.
Walk into any high-velocity distribution facility and you'll immediately grasp the complexity: dozens of forklifts move in orchestrated patterns while automated systems hum along conveyor lines, all working to meet demanding throughput targets. Yet what remains invisible to the casual observer is how maintenance challenges can bring this carefully choreographed dance to a halt.
For facilities moving millions of pieces weekly, maintenance demands fundamentally different solutions. The traditional approach to material handling maintenance that works for smaller operations isn't just constraining productivity—it's holding back your entire operation.
Warning signs that you need an upgrade
For facility leaders managing 40+ forklifts and complex material handling systems, the warning signs often hide in plain sight. The first clear indicator that your current maintenance strategy isn't keeping pace with your high-velocity facility appears when equipment downtime increasingly affects your ability to meet throughput targets. This challenge is compounded by climbing rental equipment costs as you struggle to compensate for unavailable machinery. The human impact becomes evident when floor supervisors and staff begin expressing mounting frustration about not having the machinery they need available to do their job.
More concerning still, safety incidents related to equipment issues may become more frequent, creating both operational and liability risks. The financial strain finally manifests in mounting overtime costs because you simply don't have enough functioning equipment to run operations efficiently. These interconnected issues signal a maintenance strategy that needs urgent reevaluation and restructuring.
If these symptoms sound familiar, you're not alone. Many high-velocity facilities have outgrown the same maintenance principles they applied as a smaller operation, only to find them inadequate at scale.
The scale challenge
The complexity of a large facility creates unique challenges that make traditional maintenance approaches insufficient. Equipment diversity presents a significant hurdle, as larger facilities must manage multiple types of forklifts, automated systems, and specialized equipment, each requiring different maintenance expertise and parts inventories. Communication complexity also poses a major challenge—while information flows easily in smaller facilities where everyone knows the status of every piece of equipment, this informal communication breaks down in large operations with multiple shifts.
The scale of impact becomes exponentially more significant in high-velocity facilities, where a single forklift breakdown in a critical area can impact dozens of downstream processes. Maintenance timing presents another crucial challenge, as continuous operations and high utilization rates make it increasingly difficult to find maintenance windows, and waiting for equipment to fail is simply not an option.
Building a maintenance strategy that matches your scale
High-velocity facilities require a transformed maintenance approach, not just scaled-up traditional processes. This starts with dedicated on-site teams who develop deep facility knowledge and conduct preventive maintenance strategically during optimal windows. Smart inventory management of parts ensures critical components are always available without overstocking, while data-driven systems help track equipment performance patterns and guide future investment decisions.
Before investing millions in facility expansion or automation, consider this: Implementing proper maintenance strategies can boost productivity 10%-20% at a fraction of the cost of facility expansion or automation. This comprehensive approach leads to reduced equipment downtime, improved safety outcomes, and enhanced staff satisfaction by transforming maintenance from a reactive necessity into a proactive tool for operational excellence.
Ready to transform your maintenance strategy? Here are the key steps to implementation:
Start with a thorough assessment phase, reviewing safety incidents, analyzing current maintenance costs, and evaluating how maintenance affects facility key performance indicators (KPIs).
Develop tailored processes by establishing proper preventive maintenance procedures and implementing robust data collection protocols.
Structure your maintenance team effectively, with clear roles, communication protocols across shifts, and comprehensive training programs.
By taking this methodical approach to maintenance strategy, facilities can achieve operational excellence without the massive capital expenditure typically associated with major operational improvements. The key lies not in maintaining more, but in maintaining smarter.
In today's fast-paced distribution environment, your maintenance strategy can't be an afterthought—it needs to be as sophisticated as your operations. In high-velocity facilities. Maintenance isn't just about fixing equipment, it's about maintaining productivity, safety, and competitive advantage. The time to evolve your maintenance strategy is now, before considering more costly alternatives. Your facility's full potential depends on it.
About the Author: Cory Monroe is Regional Sales Director at Concentric, a national distributed power services organization specializing in maintenance and power solutions that deliver resilient and sustainable facility systems for critical power and forklift mobility.
By the numbers, global logistics real estate rents declined by 5% last year as market conditions “normalized” after historic growth during the pandemic. After more than a decade overall of consistent growth, the change was driven by rising real estate vacancy rates up in most markets, Prologis said. The three causes for that condition included an influx of new building supply, coupled with positive but subdued demand, and uncertainty about conditions in the economic, financial market, and supply chain sectors.
Together, those factors triggered negative annual rent growth in the U.S. and Europe for the first time since the global financial crisis of 2007-2009, the “Prologis Rent Index Report” said. Still, that dip was smaller than pandemic-driven outperformance, so year-end 2024 market rents were 59% higher in the U.S. and 33% higher in Europe than year-end 2019.
Looking into coming months, Prologis expects moderate recovery in market rents in 2025 and stronger gains in 2026. That eventual recovery in market rents will require constrained supply, high replacement cost rents, and demand for Class A properties, Prologis said. In addition, a stronger demand resurgence—whether prompted by the need to navigate supply chain disruptions or meet the needs of end consumers—should put upward pressure on a broad range of locations and building types.
In response to booming e-commerce volumes, investors are currently building $9 billion worth of warehousing and distribution projects under construction in the U.S., with nearly 25% of the activity attributed to one company alone—Amazon.
The measure comes from a report by the Texas-based market analyst firm Industrial Info Resources (IIR), which said that Amazon is responsible for $2 billion in warehousing and distribution projects across the U.S., buoyed by the buildout of fulfillment centers--facilities that help process orders and ship products directly to end customers, ensuring deliveries of online goods from retailers to buyers.
That investment is inspired by U.S. Census Bureau data showing $300.1 billion in a preliminary estimate of U.S. retail e-commerce sales for third-quarter 2024, adjusted for seasonal variation but not for price changes, compared to $287.5 million in the first quarter, and an increase of 7.4% compared with third-quarter 2023. In addition, e-commerce sales accounted for 16.2% of total retail sales in the third quarter of this year, the report said.