Why Your AMR Deployment Is Probably Sized Wrong: A Warehouse Automation Reality Check
Most facilities deploying autonomous mobile robots are buying too many units too fast. Here's what the data actually says about fleet sizing, and why your spreadsheet might be lying to you.
We are now three years into the current wave of warehouse automation adoption, and I am seeing a pattern that reminds me of the forklift over-purchasing cycle of 2009. Facilities install AMR fleets, get excited about the technology, and eighteen months later they have units sitting idle or shuffled into corner tasks that do not justify their capital cost. The problem is not the robots. It is the way we size the fleets and the way we calculate ROI.
This is a VIP article
Unlock exclusive analysis, daily briefings, and ad-free reading.
Unlock VIP - $8.88/mo
Want more like this?
Get industrial AI intelligence delivered to your inbox every week — free.
Subscribe FreeRelated Articles
What 18 Months of AI Route Optimization Taught Us About Last-Mile Reality
A regional logistics operation deployed AI route optimization across 340 delivery trucks and cut fuel spend by 18 percent. Then...
New DOT Compliance Rules Hit Fleets Hard: What Changes Now and What Costs More
The DOT's 2026 enforcement pivot is reshaping electronic logging device rules, inspection frequency, and driver qualification standards. Fleets that don't...
The $8.3B Warehouse Robotics Bet: Why Fleet Economics Now Trump Headcount
Autonomous mobile robots are moving past pilot projects into fleet deployments of 50+ units. The math has flipped: labor arbitrage...
The 4.1 Briefing
Industrial AI intelligence, distilled weekly for operators and decision-makers.