Improving supply chain efficiency is never just about technology. It’s about replacing error-prone manual work with automated, real-time data to reduce overhead and accelerate decision-making.
AGL Energy faced a classic industrial challenge: logistics and labor costs rising to a point where profit margins were under threat. Their North American supply chain operations struggled with inaccurate inventory counts, shipping and receiving errors, and slow delivery speeds. The actual work on the warehouse floor — receiving, putaway, picking, shipping, and inventory counting — relied heavily on manual processes prone to human error.
The actual job was clear: replace these error-prone manual activities with technology that could feed accurate, real-time data directly into the company’s SAP Supply Chain Management system. This would improve accuracy, reduce overhead costs, and give the leadership team visibility into supply chain status as it happened, not days later.
The decision to automate was strategic, not just operational
The company’s leadership recognized that continuing to rely on manual processes was unsustainable. The overhead costs from errors and inefficiencies were eating into margins, and customer expectations for order accuracy and speed were rising.
The core decision was to implement radio frequency (RF) automation integrated with SAP SCM to create a wireless, real-time data capture system on the warehouse floor. This would eliminate manual counting and recording, reducing errors and enabling faster, more reliable delivery.
This decision aligns with a fundamental product management principle: automate the parts of the workflow that are repetitive, error-prone, and costly when done manually. The warehouse floor was a perfect candidate.
The scope and structure of the project
Midway through the project, AGL Energy realized they lacked the necessary project management capacity to deliver this complex initiative in-house. They brought in an external senior project manager from PM Solutions to lead the North America Program Team for the final third of the project.
This project manager became the system integrator and was responsible for:
- Installing the wireless network on the warehouse floor
- Building, configuring, and connecting the RF devices
- Incorporating the RF system changes into SAP SCM
They coordinated requirements gathering, systems design, procurement, installation, and user acceptance testing.
The project manager’s role was crucial to align multiple technical and operational teams, manage dependencies, and keep the project on track.
The measurable outcomes were impressive
The RF solution was delivered on schedule and more than 18% under budget — a rare achievement in complex supply chain projects.
The biggest gains were:
- Inventory accuracy improved significantly, reducing costly errors in stock counts and shipping.
- Productivity increased, as warehouse staff spent less time on manual counting and paperwork.
- Delivery speed of parts from the warehouse dropped by 66%, from 24 hours to 8 hours, accelerating the overall time to market.
This successful implementation laid the groundwork for similar initiatives at AGL Energy’s US and European locations.
Why these results matter for PMs in supply chain and operations
This case highlights how technology can transform operational workflows — but only if the project is managed end-to-end with clear ownership and integration focus.
The trap is to treat automation as a technology deployment without product management discipline. Without a dedicated project manager driving requirements, coordinating teams, and ensuring business outcomes, projects often run late, over budget, or deliver little value.
AGL Energy’s experience shows the importance of:
- Aligning automation goals with business pain points (cost, accuracy, speed)
- Integrating new technology with existing enterprise systems (SAP SCM)
- Having clear project leadership that understands both technical and operational challenges
Anticipating challenges for a warehouse automation app product
If you were the PM building an app to address these warehouse issues, you would face several key challenges:
Major issue in project management: cross-team coordination and capacity
Midway through the project, AGL Energy lacked internal project management capacity, which threatened delivery.
Your major PM challenge would be to ensure:
- Clear ownership of project milestones
- Effective communication between warehouse operations, IT, vendors, and SAP teams
- Risk management for delays in hardware installation or software integration
Technical difficulties to foresee
- Wireless network stability on the warehouse floor, where physical obstacles and interference can degrade signal quality
- Device interoperability, ensuring RF scanners and terminals reliably communicate with SAP SCM
- Real-time data synchronization, avoiding latency or data loss that could cause inventory discrepancies
- User acceptance and training for warehouse staff adapting from manual processes to technology-driven workflows
Initiatives to resolve project management issues
- Bring in senior-level project management expertise early, capable of system integration and cross-functional coordination
- Establish a phased rollout plan with milestones for network installation, device configuration, SAP integration, and user testing
- Set up clear communication channels between warehouse teams, IT, and vendors for rapid issue resolution
- Plan comprehensive training and change management to support warehouse staff adoption
From the field: Why real-time data changes everything
When I have worked with supply chain teams at companies like Razorpay and Flipkart, the single biggest shift is moving from batch, manual data entry to real-time automated data capture.
It’s not just about saving time. It’s about making decisions based on accurate, up-to-date information — which prevents stockouts, shipping errors, and customer dissatisfaction.
The warehouse is the heart of delivery. If that data is wrong or delayed, everything downstream suffers.
Test yourself: Warehouse automation prioritization
You are the PM at a manufacturing company like AGL Energy, leading a warehouse automation project. Midway, you discover the internal project management team lacks bandwidth and skills for the complex SAP integration. The vendor has delivered some hardware, but the wireless network installation is behind schedule. Warehouse staff are anxious about new devices and workflows. Senior leadership expects delivery in 3 months.
The call: How do you prioritize your next actions to keep the project on track, manage stakeholder expectations, and ensure user adoption?
Your reasoning:
Where to go next
- Explore how to manage complex technical projects: Technical Product Management
- Learn to align operations and product teams: Cross-Functional Collaboration
- Understand ERP integration challenges: Enterprise Systems and APIs
- Practice stakeholder communication and expectation management: Stakeholder Management />