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Last year I rushed to deploy an AI agent in my warehouse, and it almost backfired. From messy data to model hallucinations, from staff resistance to cost overruns, I fell into every trap. Today I share my hard-earned lessons on how SMEs can make AI actually work, not cause chaos.

Last summer, I almost crashed my warehouse because inventory data didn't match. From manual bookkeeping to implementing a system, from losing 50K a month to shipping 5,000 orders a day, today I share my hard-earned lessons on inventory management pain points and solutions.

Last summer, a inventory error almost shut down my warehouse. I had to rethink every process—layout, picking, inventory, team—and slowly brought it back from the brink. Here’s my real story of warehouse best practices that actually work.

Last year during inventory count, I found a discrepancy of 300,000 yuan. I almost fainted. Then I gritted my teeth and built an inventory management system from scratch—from classification to cycle counting, from data to processes—step by step filling the holes. Today I'll share my painful lessons and the methods that actually work.

Last Singles' Day, my warehouse nearly collapsed under 3,000 orders. I forced myself to review every link in the supply chain—from supplier management to inventory optimization, picking paths to data analysis—and patched the holes one by one. Today, I'll share the real best practices that saved my business.

Last year I spent 200K on a WMS system, and my wife thought I was crazy. A year later, I crunched the numbers and found I not only broke even but made an extra 300K. Here's my real data on how to calculate the ROI of digital operations without getting burned.