THOUGHT LEADERSHIP
Practical perspectives on SAP planning, applied AI, and decision intelligence — how governance, explainability, and disciplined execution turn planning signals into supply chain transformation, grounded in 26+ years across supply chain, SAP planning, and IT services, including 20+ years in SAP consulting and transformation.
Market Intelligence Hub
A curated intelligence hub tracking SAP Joule, SAP IBP, Kinaxis, Blue Yonder, o9, Oracle SCM, and AI adoption across supply chain planning, procurement, logistics, manufacturing, and clinical supply chain.
Articles
Thought Leadership · Supplier risk and planning intelligence
October 29, 2026 / 11 min read
Supplier-risk monitoring creates planning value only when it changes a feasible, accountable decision. Here is a practical way to trace a supplier warning into affected materials and orders, test what can still be done, and decide who approves the response.
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Thought Leadership · Inventory and planning intelligence
October 1, 2026 / 7 min read
An inventory alert tells a planner where to look. A useful decision process shows what is exposed, which responses are feasible, and what should be handled first. Here is a practical way to turn shortage and excess signals into explainable actions.
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September 3, 2026 / 8 min read
Enterprise planning AI becomes useful when it can detect signals, assemble context, generate feasible options, quantify trade-offs and route consequential decisions to the right human authority. Human-in-the-loop design should not mean adding an approval button to every AI output; it should define where automation ends, where judgment begins and how decisions move into governed execution.
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August 20, 2026 / 8 min read
Many supply chain digital twins are built to be looked at. The ones that earn their budget are built to be argued with. Six capabilities that separate a decision instrument from an expensive diagram.
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August 5, 2026 / 6 min read
A practical framework for making AI planning recommendations traceable, evidence-based, and suitable for human supply chain decisions.
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July 21, 2026 / 6 min read
A practical framework for turning high-volume planning exceptions into explainable, prioritized, and human-governed supply chain decisions.
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May 5, 2026 / 6 min read
Predicting recruitment timelines, flagging slow-enrolling sites, and guiding smarter site allocation.
Read insightMay 1, 2026 / 8 min read
A practical ML workflow applied to demand planning, translated for SAP IBP and PP/DS contexts.
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April 18, 2026 / 6 min read
A senior view of how planning architecture, detailed scheduling, and intelligent assistance can work together in modern SAP programs.
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April 28, 2026 / 5 min read
A practical view of where AI improves planning decisions, and where governance still matters.
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