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.
Your Planning System Asks Too Many Questions
Every parameter is a decision the software could not make. Each one quietly leaks enterprise value.
Planning Was Never the Top of the Stack
Everyone is accelerating the plan. The advantage lives two layers up: an engine that solves the whole enterprise, and the posture that tells it what winning means.
The Silos Never Left. Now They’re Getting Agents.
Your agents will inherit your planning silos, and your single-number certainty. Why the impressive demos are automating an architecture we never actually fixed.
Integrated Business Planning Was Never Integrated
Silo optimization engines, plural, arrived years ago. The enterprise optimization engine, singular, never did.
One Currency. One Moment. Many Futures.
The grade every decision deserves, issued before the world rolls the dice.
You’re Judging Decisions by How They Turned Out. That’s Backwards.
A plan is an instruction. A good outcome is often luck. The only thing worth grading is the call you made before the world showed its hand.
Better Forecasts. Same Bad Decisions.
A decade of planning-tech investment. Only about 1 in 5 leaders saw real value, just 7% from agentic or generative AI. The constraint isn’t accuracy; it’s the architecture.
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.