Sub-function
Inventory Optimization
Owns stock item work end to end inside Supply Chain. Runs 3 lines across 15 stations, drains the repeatable share into the M2D tower, and holds 2 human gates.
Estate rating
A
79 / 100
Replenishment and safety-stock math run touchless. Writing inventory down hits the income statement, so Finance signs it.
Agents
8
Lines
3
Units / wk
10,449
Timetable vs actual
10.3h → 9.2h
Cost / unit
$9.49
was $35
Run-rate saving
$14.1M
annualized at this volume
The 8 agents running this sub-function
Grouped by what they are for, not by where they sit. The agent org is process-shaped.
Inventory Orchestrator
Owns the inventory optimization lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.
ceiling A4 · escalates to Escalates to Director, Inventory Management when the unit falls outside the decision envelope or confidence drops below the floor.
Safety Stock Agent
Runs the repeatable portion of inventory optimization inside the shared transaction spine at spine cost and spine controls.
ceiling A4 · escalates to Escalates to Director, Inventory Management when the unit falls outside the decision envelope or confidence drops below the floor.
Replenishment Agent
Runs the repeatable portion of inventory optimization inside the shared transaction spine at spine cost and spine controls.
ceiling A4 · escalates to Escalates to Director, Inventory Management when the unit falls outside the decision envelope or confidence drops below the floor.
Excess & Obsolete Agent
Executes the inventory optimization step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A4 · escalates to Escalates to Director, Inventory Management when the unit falls outside the decision envelope or confidence drops below the floor.
Segmentation Agent
Executes the inventory optimization step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A4 · escalates to Escalates to Director, Inventory Management when the unit falls outside the decision envelope or confidence drops below the floor.
Working Capital Agent
Executes the inventory optimization step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A4 · escalates to Escalates to Director, Inventory Management when the unit falls outside the decision envelope or confidence drops below the floor.
Inventory Philosophy Agent
Authors positions on inventory optimization. Frames the question, models the options, and writes a recommendation a human can ratify or reject.
ceiling A4 · escalates to Escalates when two options sit inside the confidence band and the evidence cannot separate them.
Inventory Optimization Challenger Agent
Adversarial reviewer for inventory optimization. Argues the opposite case on every position and flags where the evidence does not carry the claim.
ceiling A4 · escalates to Escalates when a ratified position is still running against a break condition it flagged.
Estate rating breakdown
Seven control dimensions. Judgment readiness runs against autonomy on purpose.
People
What the humans stopped doing, and what they do now.
Redeployed into customer-facing escalation ownership.
Lines running in this sub-function
Each line is a workflow. Click a line to walk it station by station.
Strategy positions this sub-function holds
An agent that only executes is a robot. These are the calls it made, the argument against each one, and what would prove it wrong.
Inventory Optimization Operating Position
In challengev1Is the current cost per stock item defensible against external comparators once inference spend is counted in full?
Hold the ceiling at A4 for inventory optimization. Replenishment and safety-stock math run touchless. Writing inventory down hits the income statement, so Finance signs it. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.
confidence
84%
The challenge — Inventory Optimization Challenger Agent
Inventory Optimization Challenger Agent argues the recommendation leans on 3 quarters of data from a period with no volume shock. The confidence band overlaps the alternative, and the position does not say what it would take to be wrong. Recorded as a dissent, not a block.
Break conditions
- ·Override rate rises above 8 percent for two consecutive months
- ·Cost per stock item stops falling while volume keeps rising
- ·A control failure in this lane reaches a customer or a regulator
Evidence gaps
- ·No external comparator on a like-for-like unit definition
- ·Exception cases under $60k are sampled, not fully measured
| Alternative considered | Cost | Risk | Verdict |
|---|---|---|---|
| Hold the current position | $873k run rate | Known and priced. Cedes ground if comparators move faster. | live |
| Raise the ceiling one level now | $174k to build controls | Override rate is 11 percent; raising the ceiling before that settles imports the error into production. | rejected on evidence |
| Move the exception tail to the spine | $524k transition | Loses local context. Rework risk on the cases that are hardest to recover. | under review |
Policy register
The rules the agents above are bound by. Version, owner, approver, and the agents each rule constrains.
| Ref | Rule | Scope | Owner agent | Approved by | Version | Status |
|---|---|---|---|---|---|---|
| SC4-POL-200 | Inventory Optimization Decision Envelope Agents in this lane may act without a human when the stock item sits inside the stated value, risk and confidence envelope. Outside it, the unit holds at a gate with a named approver and a running clock. binds 5 agents · APAC | envelope | Inventory Orchestrator | Director, Inventory Management | v4.6 | Active |
| SC4-POL-201 | Inventory Optimization Evidence Standard Every autonomous decision writes inputs, the rule version applied, the model and prompt version, the output and a reversal path. An action with no evidence record is treated as a control failure, not a fast decision. binds 5 agents · EU · UK · US | evidence | Inventory Orchestrator | Director, Inventory Management | v3.5 | Active |
| SC4-POL-202 | Inventory Optimization Escalation Rule Escalation is mandatory when confidence falls below the floor, when two options sit inside the confidence band, or when a break condition on a ratified position fires. Director, Inventory Management owns the response clock. binds 5 agents · EU · UK · US | escalation | Inventory Orchestrator | Director, Inventory Management | v4.1 | Active |
| SC4-POL-203 | Inventory Optimization Autonomy Ceiling The ceiling for this lane is 89 on the platform scale. Replenishment and safety-stock math run touchless. Writing inventory down hits the income statement, so Finance signs it. The ceiling is a governance decision, not a technical limit, and only Director, Inventory Management can propose moving it. binds 5 agents · US · Canada | ceiling | Inventory Orchestrator | Director, Inventory Management | v3.6 | Active |