Blog.
Short notes that live between the Points of View — observations from customer rooms, arguments worth posting on their own, the questions a leadership team is actually asking this quarter.
Every Function Delivered. Enterprise Value Didn’t.
Why operating decisions destroy economic profit when no single unit prices the trade-offs.
Why Resilience Has to Come Before Autonomy
A full recap of our launch session — the R of A·I·R — and the argument behind a new category: resilient decisions.
Most “Decisions” Are Just Plans Wearing a Costume
Your planning system doesn’t make decisions — it fills in a number. A proposal answers “how do we meet the forecast”; a decision answers “what should we commit to, given the risk.”
Speed of Response Is Not the Same as Quality of Response
Faster decisions against the same proxies aren’t better decisions — they’re the same blind spots, industrialized. Autonomous is necessary; Integrated and Resilient are where the value is.
What Did We Earn on What We Deployed?
The question every board asks — did we create economic value on the capital we deployed? — and the one almost no operational system is built to answer.
Most Supply Chains Go Blind Between Planning Cycles
By Thursday afternoon, the Monday plan is usually dead — and that gap is where the real work happens.
Optimization vs. Negotiation
Most S&OP meetings end with five disagreeing plans reconciled by whoever is loudest. Optimization lets the math reconcile and the room ratify.
From Plans to Policies: The Next Decade of Supply Chain Advantage
A decade of better predictions has not made supply chains more resilient. Optimize the policy, not the plan.
Why Semiconductor S&OP Is Underpricing Volatility — And What It’s Costing You Each Cycle
In an industry where a quarter can swing revenue by 30–40%, most semis still plan like volatility is an exception. The cost is tens of millions a cycle.
Taming Volatility at Scale
Variability isn't going away. Mispricing it can. The advantage goes to the company that can simulate every plausible future and choose intentionally.
Transformation ROI: Truth or Theatre?
Before you fund a multi-year program, validate the value under real decision conditions. If you don’t model the decisions, you’re writing fiction.
The #1 Cause of Planning Failure: Nobody Owns Service vs Margin vs Cash
Service belongs to sales. Margin belongs to finance. Cash belongs to the CFO. Nobody owns the trade-off — and that is the planning failure.
Margin Follows Better Decisions: The Transformation Playbook Leaders Miss
Most transformations fail not because of bad tech but because of unowned trade-offs. The playbook leaders miss is the one where decisions earn the margin.
A $3M Opportunity Hiding in Plain Sight
$3M of forecast-driven business impact uncovered on a subset of SKUs — without tuning a single model. The opportunity is the architecture, not the math.
Autonomous Forecast Optimization — Proven on the M5 Benchmark — Beyond Manual Spreadsheets and Manually Tuned AI
Manual spreadsheets and manually tuned AI both stop at the planner. Autonomous optimization on the M5 benchmark shows what comes next.
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