After a stagnant year in 2025, AGV and AMR demand is rebounding. Research from STIQ Ltd indicates manufacturers are showing renewed interest in investing in AGVs and AMRs. This investment, however, comes with risk.
AGVs and AMRs often fall short of delivering meaningful ROI. In many cases, the reason is that the foundational capabilities needed to fully leverage them aren’t in place.
Chief among these capabilities are effective integration and orchestration. Without integration and orchestration, vehicles operate in isolation, unable to adapt to real-world variability or execute complex, multi-step workflows.
Therefore, manufacturers looking to scale automation effectively need to rethink their approach. Rather than purchasing additional vehicles, the priority should be strengthening integration and orchestration to maximize the performance of the assets already deployed.
The Role of Integration: AGVs and AMRs Need Context
As automated vehicles take on tasks traditionally handled by people, new layers of complexity emerge. While AGVs and AMRs are powerful technologies, they don’t possess the situational awareness or judgment that human operators naturally apply on the floor. Without broader production context, such as priorities and exceptions, these vehicles struggle to operate within existing workflows.
Solving this challenge starts with integrating automated vehicles with enterprise systems, enabling them to act on the critical data those platforms already contain. Unfortunately, this integration is often more complex than it appears.
Even a seemingly routine replenishment task depends on seamless communication across MES, WMS, ERP, and the vehicles themselves. Each connection must be built, maintained, and scaled in order to keep data flowing accurately and consistently across vehicles, systems, and assets.
The Role of Orchestration: Assets Must Work in Sync
Even after integrations are in place, the work is far from finished. Business logic and exception handling still need to be applied.
Take a material replenishment task, for example. The MES must generate a request based on the production schedule and bill of materials, while the automated vehicle must precisely coordinate with the infeed conveyor to complete the pallet drop.
Achieving this level of coordination demands the ability to plan, schedule, monitor, and manage exceptions across systems and assets. In other words, an orchestration layer is needed.
This orchestration layer is especially critical for maintaining safety, ensuring predictable behavior, and responding quickly when conditions change.
The Technology Foundation for Modern Automation
Integration and orchestration are critical to realizing automation’s full potential, yet they remain some of the hardest capabilities to get right. Addressing them effectively requires the right technology foundation. That includes fleet managers and orchestration platforms.
Fleet managers provide the operational intelligence needed to coordinate automated vehicles, and most fleet managers work closely with a specific vendor to optimize performance for that vendor’s robots. They manage route planning, oversee traffic coordination, and make vehiclelevel decisions that collectively enable smarter routing, reduce congestion, and improve asset utilization. The result is a fleet that moves predictably and efficiently, even as conditions on the floor change.
Orchestration platforms, like LIFT, are designed to sit above fleet managers at the orchestration layer, coordinating not only robots but also people, equipment, and enterprise systems. Through capabilities like centralized multi-agent orchestration, these platforms coordinate systems and vehicles in real time from one place. Configurable business logic then ensures each asset operates efficiently and can adapt as conditions, priorities, and constraints change.
Together, fleet managers and orchestration platforms provide the foundation manufacturers need to move from isolated automation to coordinated, end-to-end execution.
Achieving More with Your Robots
The renewed interest in AGVs and AMRs signals an important moment for manufacturers. In an environment defined by prolonged uncertainty and sustained ROI scrutiny, success will not come from deploying more automated vehicles alone.
The manufacturers that realize value in the next phase of automation will be those that treat integration and orchestration as foundational capabilities.
Progress, then, is less about expanding fleets and more about enabling intelligence across the system. When vehicles are integrated with enterprise data and orchestrated alongside people, equipment, and workflows, automation shifts from a collection of use cases to a strategic operation.
The path forward is clear: address integration and orchestration from the very beginning, and ensure your investments deliver value as part of a connected system.
