7 Costly Mistakes to Avoid When Deploying AMRs

May 1, 2025 | AMR | 0 comments

Autonomous mobile robots (AMRs) promise faster throughput, lower labor costs, and smart adaptability—but the reality for many integrators is more complex. Getting these systems to work well inside real-world facilities takes more than choosing the right robot. It requires upfront planning, cross-functional collaboration, and a clear understanding of how these machines interact with their environment.

Here are seven mistakes systems integrators often run into when deploying AMRs— and how to avoid them.

  1. Overestimating Layout Compatibility

AMRs are dynamic, but they’re not magical. A facility that works well for forklifts or pallet jacks doesn’t always translate to smooth robotic navigation. We’ve seen projects stall because aisle widths were too tight, corners too sharp, or paths were cluttered with carts and bins. It’s easy to assume AMRs can just “figure it out”—until they can’t.

Integrators who plan early for clear lanes, traffic rules, and robot-friendly hand-off zones see better results with fewer last-minute layout changes.

  1. Ignoring the Conveyor-Robot Relationship

AMRs and conveyors often go hand-in-hand—but only if they’re designed to work together. One common issue: conveyors that are the wrong height or don’t have the sensing or logic needed to coordinate with a robot’s arrival.

Instead of forcing a fit between off-the-shelf conveyors and robot systems, smart teams spec out AMR-compatible conveyor designs from the start. Whether it’s a CDLR topper or a low-profile infeed conveyor, the small adjustments make a big difference in real-world performance.

  1. Designing for Today’s Needs Only

AMR deployments typically start small—but rarely stay that way. What works for 3 bots and a single pick zone might fail when you scale to 12 AMRs running across multiple zones and shifts.

Integrators who think a step ahead—leaving room for expansion in the floorplan, using modular conveyor sections, and ensuring software systems can scale—are the ones who avoid painful rebuilds six months in.

  1. Treating AMRs Like Islands

A robot can carry a load across the floor, but if it’s not coordinated with the WMS, MES, and conveyor logic, it’s just freelancing. Without proper integration, AMRs can end up idle, misrouted, or creating downstream chaos.

Successful integrators make AMRs part of the bigger automation picture. That means syncing software, aligning task queues, and designing workflows that treat robots as intelligent team members—not just machines on wheels.

  1. Skipping Real-World Testing

Lab testing is one thing. Real-world floors, lighting, obstacles, and unpredictable human behavior are another. Too many teams assume a successful demo means the system is ready to roll.

In practice, it’s crucial to stress-test AMRs under actual working conditions: during peak shifts, around busy intersections, and with real payloads. That’s where hidden issues show up—and where smart fixes can still be made.

  1. Underinvesting in Handoff Zones

Transfers between AMRs and conveyors are often treated as a footnote—but they’re one of the most critical points of failure. Without well-designed handoff zones, robots arrive too early, leave without confirming delivery, or jam up the line.

This is where mechanical design meets software timing. The best integrators build in buffering zones, align conveyor logic with robot schedules, and validate the physical transition down to the inch.

  1. Overlooking Maintenance and Support Planning

AMRs are low-maintenance, but they’re not no-maintenance. And when something does go wrong—whether it’s a sensor misfire or a stalled conveyor—someone has to be ready.

Too often, support plans are an afterthought. What’s the escalation path? Who owns the downtime when it’s a handoff issue between robot and conveyor? Teams that map out roles, documentation, and response procedures upfront avoid the finger-pointing and keep uptime high.

 

Final Word: Build It Like It’s Yours

If there’s one takeaway from integrators who’ve been through a few AMR projects, it’s this: don’t treat any part of the system as someone else’s job. Robots, conveyors, software, layout—it all has to work together. And that starts with a team that collaborates early and engineers with the full picture in mind.

At Power Pack Conveyor Company, we help integrators build conveyor systems that fit AMRs like a glove. From layout planning to custom topper design, we design with robotics in mind—so your automation works on Day 1 and scales on Day 100.

Talk to one of our engineers to get started on a conveyor system that’s ready for AMRs—and built for what’s next.

About the Author

Dan Farrar is the CEO of Power Pack Conveyor Company, a pioneering industrial conveyor manufacturer since 1929. Power Pack Conveyor Company specializes in designing, engineering, and manufacturing conveyors, conveyor components, and turn-key systems for OEMs, System Integrators, and Distributors.

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