Tag: Business AI
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The Schedule Said Start. The Shop Floor Said Not Yet.
A production order can be scheduled and released without being ready to run. Reliable execution begins when material, equipment, tooling, people, quality status, and downstream capacity are aligned before the order reaches the shop floor.
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AI Cannot Automate a Decision the Business Has Never Defined
Business AI cannot resolve decisions the enterprise has never clearly defined. Before designing AI agents, organizations must make their objectives, trade-offs, boundaries, escalation paths, and accountability explicit.
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An AI Agent Needs Decision Rights, Not Just System Access
As enterprise AI moves from answering questions to executing work, system access is no longer enough. Organizations must define decision scope, business priorities, escalation thresholds, and accountable ownership before giving AI agents meaningful authority.
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The Shift Handover Is Where Operational Truth Changes Hands
A production process continues even when responsibility changes hands. Effective shift handovers—and effective enterprise workflows—must transfer decisions, risks, ownership and required actions, not merely data and status.
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A Defect Is Not Just Scrap—It Is a Message From the Process
Rejecting or reworking a defective product protects the customer, but it does not prevent recurrence. Lasting quality improvement begins when the organization treats every meaningful defect as evidence about the process and closes the loop through ownership, corrective action and verification.
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Thirty Years of SAP: What Changed—and What Did Not
After three decades working with SAP, I have seen the technology change dramatically. Yet the foundations of successful transformation remain consistent: clear business outcomes, simpler processes, reliable data, accountable decisions and sustainable adoption.
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A Dashboard Is Not a Control System
Visibility is not the same as control. A dashboard can identify a supply-chain or operational problem, but value comes only when information is connected to ownership, decisions, action, and feedback.
