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
Quick Hits: Demand Forecasting AI Is Finally Cutting Warehouse Bloat, But Only If You Do This First
Warehouses running demand forecasting AI are cutting excess inventory by 18-24 percent while cutting stockouts in half. The catch: implementation...
Samsara's Real-Time Fleet Telematics Cut Idle Time by 23% for Regional LTL Operators
A regional less-than-truckload carrier reduced fuel waste and maintenance costs by $340,000 annually after deploying AI-powered telematics across 380 vehicles....
LTL vs. FTL: Which Freight Model Actually Works When Rates Keep Moving
LTL rates have climbed 18% year-over-year while FTL spot pricing dropped 12%. Here's what that means for your shipping strategy...
The 4.1 Briefing
Industrial AI intelligence, distilled weekly for operators and decision-makers.