Autonomous.
From firefighting events to governing decisions.
Roughly seven of every ten hours that an enterprise's most experienced planner spends are absorbed in triaging events her planning stack has no memory of, and no architecture for absorbing. Autonomy is the architectural property that ends that pattern: the system classifies each incoming event, decides on the events it can decide on, and routes the ones that genuinely require human judgement.
Today's enterprise burns its best planners on shocks the system can't absorb.
Every Tuesday morning at 8:42 AM, the overnight Material Requirements Planning (MRP) run drops 412 fresh exception messages into the senior planner's queue, none of them cross-referenced to the 380 she resolved yesterday. The stack has no memory of yesterday's triage, so each fire arrives at the inbox as if it were the first.
A Tier-1 supplier slips nine days on the same day Sales requests a Friday pull-in for a Tier-A customer. Last week's solve already pushed this PO out four days, but the engine has no memory of the prior adjustment and proposes pushing it out again from scratch. Accepting the pull-in would unwind three commits the planner made last week to keep the line stable, and the system has no shared objective by which to weigh the two.
By 9:55, the CFO asks why expedite freight is up 18% — and the honest answer is that the plan thrashed three times this month, each replan abandoning what last week's plan committed to.
What it costs.
The visible costs are expedite freight and overtime. The costs that don't show up in the variance report are the more expensive ones: senior-planner attrition, eroded customer trust on Tier-A accounts, and working capital trapped in defensive buffers nobody wants to defend on a balance-sheet review. Each is manageable locally, and together they compound into structural drag the enterprise carries quarter after quarter.
Of senior-planner hours absorbed by exception triage that the system could classify and route on its own.
Driven by plan thrash, not by genuine new exceptions. Each cycle's decisions abandon last cycle's commits.
Of significant operational decisions resolved by whoever speaks loudest in the meeting, not by the model.
Annual turnover in firefighting-saturated planning teams. Tribal knowledge walks out with them.
What we bring.
- 01Event sensing & classification
Every incoming event is matched against a catalog of named shock classes — Demand Pull-In, Supplier Slip, Capacity Drop, Available-to-Promise (ATP) At Risk, and others — with a probability, a magnitude, a target signal, and a duration attached to each.
- 02Autonomous Profiles
Per-policy rule that says which event classes auto-execute, which route to a human, and how long they wait before escalation. The profile, not a human, decides the routing.
- 03Governance Policy gates
Value-at-risk thresholds, minimum resilience scores, SAGE auto-execute envelope. Every autonomous action passes a workspace-level governance check before it commits.
- 04Decision class routing
Ten decision classes — Order Fulfillment, Expediting Approval, Safety Stock Adjustment, and seven others — are each tied to their own approval flow and escalation path.
- 05SAGE narrative engine
surfaces decisions with the math attached — the recommendation, the alternative, the dollar delta, the resilience score, the trade-off.
The senior planner reviews the thirty decisions that genuinely required her judgement, not the four hundred and twelve that the system could classify and route on its own.
How it lands on the P&L.
Autonomy is not a productivity feature layered onto existing workflow. It is an architectural change in how operational decisions get made, which means the dollar value lands across three rows of the P&L — firefighting cost, expedite spend, and senior-talent retention — rather than concentrating in any single one.
The Tuesday 8:42 scene stops being the default mode of the planning floor. Senior planners spend their hours on the consequential decisions that genuinely require human judgement rather than on triaging the routine exceptions the architecture can absorb on its own.