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Luis Felipe Zamora

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AI for procurement teams
April 6, 2026

Why Your Supply Chain Team Spends More Time in Outlook Than Your ERP

written by Nick Gospodinov, Founder & CEO of Mandel AI   There is a dirty secret in supply chain management: the most critical information about your orders, delays, and supplier commitments doesn’t live in your ERP. It lives in email. Not in dashboards. Not in control towers. In inboxes. Ask any procurement manager what they do first thing in the morning, and the answer is almost always the same: open Outlook, start scrolling. A supplier confirmed a ship date in a reply chain. A freight forwarder flagged a delay in an attachment. A pricing update came through as a PDF buried in a thread from two weeks ago. This is the real operating system of supply chain, and it has no search, no alerts, no reconciliation, and no memory.   The Coordination Gap No One Talks About The supply chain technology market has poured billions into planning, visibility, and execution systems. These tools work when the data is clean, structured, and already inside the system. The problem is that the most operationally critical information never makes it there in time. Manufacturers and distributors manage hundreds, sometimes thousands, of supplier relationships. Each one generates a constant stream of unstructured communication: order…
AI adoption change management
February 19, 2026

Building for Uncertainty: Stefan Groschupf on Reimagining Supply Chain AI at Manifest 2026

A Legacy Behind the Mission At Manifest 2026 in Las Vegas, Scott Luton sat down with Stefan Groschupf, CEO & Founder of Centrum AI, to discuss how a new generation of technology is being purpose-built for today’s supply chain realities, rather than yesterday’s assumptions. What began with a lighthearted joke about multivitamins quickly turned personal. When Scott quipped that “Centrum” reminded him of a vitamin from the eighties and nineties, Stefan shared the real inspiration behind the name. “My dad… the biggest building he constructed was called Centrum,” he explained. “That was the inspiration. His legacy, a head nod to him.” For Stefan, the company name represents more than branding; it reflects a mission rooted in impact and responsibility.   Designing for Today’s Reality “We’re building a new tech platform for the supply chain industry that is really built on the foundation of the reality today,” Stefan said. That reality includes uncertainty, dirty data, data silos, and geopolitical shifts that are reshaping global trade. He offered a simple example: in many ERP systems, a lead time is entered as a fixed number — say 15 days. “That’s of course nonsense,” Stefan noted. “It’s anywhere between nine days and 18 days……