REAL EXPERIENCE • TECHNOLOGY AND ANALYSIS
Real cases from the system and articles about technology, artificial intelligence and the decisions behind my work.
My journey connecting Shopee to my 3D printing studio system, organizing orders, ads and promotions, and exploring how AI can help with daily work.
Explore the cases and articles published on CM GIORNAL.
6 publications found
ROAS measures attributed return on ad spend, not profit. An operations-based way to read Ads, orders, margin, inventory and evidence before deciding.
How 3D-printing production management connects inventory, materials, printer capacity, cost and shipping — and where operations still depend on manual work.
Why CM ORBE OS learned that recent data or a small sample can be a signal without yet being enough reason to act.
Why finding an operation in Shopee is only the beginning. In CM ORBE OS, a capability only matures when the system can execute, observe and prove the effect.
Why a successful Shopee response does not end the operation. CM ORBE OS reads the channel back and only then decides whether the effect is confirmed or divergent.
