Your APS project didn't deliver ROI?
Why manual overrides quietly erode APS returns, and what auditing intervention patterns reveals about decision ownership.
Research and analysis on how decision governance affects working capital, margins, and operating cost.
Why manual overrides quietly erode APS returns, and what auditing intervention patterns reveals about decision ownership.
How shifting planner attention from routine SKU maintenance to high-impact exceptions changes the cost structure of your planning organization.
How unmeasured manual interventions and recurring consensus cycles affect working capital, and what the data shows.
Most APS implementations fail not from bad math, but because organizations digitize firefighting instead of redesigning decision ownership.
How to stop paying the same 'forecast error tuition' month after month by turning fragmented tribal knowledge into compounding, systemic memory.
Why the future of planning requires humans to act as journalists encoding historical reality, rather than editors guessing future numbers.