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Industrial Engineer AI
AI GeneratedOPS & AUTOMATIONInsight

The AI-Powered Warehouse: Beyond Robotics to Intelligent Orchestration

Mar 13, 2026
|
Adversarial AI Pipeline
M
Mike's Take— Mike Sanders, Founder
“We see this pattern constantly — operators spend $500K+ on automation that looked great in a demo but falls apart at 2x peak volume because the vendor never ran a night shift. End-user experience in vendor leadership isn't a nice-to-have, it's a leading indicator of whether you'll hit your throughput targets in month three or month eighteen.”
The AI-Powered Warehouse: Beyond Robotics to Intelligent Orchestration

Warehouse automation projects fail most often not because the technology doesn't work, but because the vendor never operated a warehouse. Adrian Stoch's move from end-user leadership to CEO of Hai Robotics Americas signals a broader industry shift: operators are demanding that the people designing their automation systems have actually lived with the consequences of a bad pick rate or a missed SLA. If your automation vendor's leadership team has zero floor experience, you're paying for R&D experiments on your P&L.

From the Source

"Adrian recently transitioned from the end-user side, with leadership roles..."

— EP 631: What's Really Happening In Warehouse Automation Right Now?

Key Takeaways

  • 01Adrian Stoch transitioned from end-user warehouse leadership to CEO of Hai Robotics Americas — a deliberate move to close the gap between vendor design and operational reality
  • 02Industry benchmark: 50-70% of warehouse automation projects underperform expectations, often due to poor fit between solution design and actual workflows (Gartner, MHI)
  • 03Operators should require vendor leadership to demonstrate direct warehouse operations experience before signing six- or seven-figure automation contracts
  • 04End-user-to-vendor leadership transitions compress deployment timelines because fewer assumptions need to be corrected mid-implementation
  • 05The real cost of a vendor without floor experience isn't the purchase price — it's 6-12 months of rework, retraining, and lost throughput

Watch the Source

EP 631: What's Really Happening In Warehouse Automation Right Now?

Source

EP 631: What's Really Happening In Warehouse Automation Right Now?

Video embedded above — watch without leaving the site

Extracted and verified via Adversarial AI Pipeline

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