Sub-function
Warehouse & Fulfillment
Owns order line work end to end inside Supply Chain. Runs 3 lines across 17 stations, drains the repeatable share into the M2D tower, and holds 1 human gates.
Estate rating
A
81 / 100
Wave planning, allocation and confirmation are automated. Physical count variances above tolerance are investigated by a person because they can indicate loss.
Agents
8
Lines
3
Units / wk
18,305
Timetable vs actual
17.3h → 18.9h
Cost / unit
$7.64
was $33
Run-rate saving
$24.2M
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.
Fulfillment Orchestrator
Owns the warehouse & fulfillment 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, Fulfillment Operations when the unit falls outside the decision envelope or confidence drops below the floor.
Wave Planning Agent
Runs the repeatable portion of warehouse & fulfillment inside the shared transaction spine at spine cost and spine controls.
ceiling A4 · escalates to Escalates to Director, Fulfillment Operations when the unit falls outside the decision envelope or confidence drops below the floor.
Pick Accuracy Agent
Runs the repeatable portion of warehouse & fulfillment inside the shared transaction spine at spine cost and spine controls.
ceiling A4 · escalates to Escalates to Director, Fulfillment Operations when the unit falls outside the decision envelope or confidence drops below the floor.
Slotting Optimization Agent
Executes the warehouse & fulfillment step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A4 · escalates to Escalates to Director, Fulfillment Operations when the unit falls outside the decision envelope or confidence drops below the floor.
Labor Forecast Agent
Executes the warehouse & fulfillment step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A4 · escalates to Escalates to Director, Fulfillment Operations when the unit falls outside the decision envelope or confidence drops below the floor.
Cycle Count Agent
Executes the warehouse & fulfillment step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A4 · escalates to Escalates to Director, Fulfillment Operations when the unit falls outside the decision envelope or confidence drops below the floor.
Returns Processing Agent
Executes the warehouse & fulfillment step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A4 · escalates to Escalates to Director, Fulfillment Operations when the unit falls outside the decision envelope or confidence drops below the floor.
Warehouse & Fulfillment Challenger Agent
Adversarial reviewer for warehouse & fulfillment. 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 data stewardship and evidence quality.
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.
Warehouse & Fulfillment Operating Position
Supersededv1Should order line work stay in the shared transaction spine, or come back inside the function where the context lives?
Hold the ceiling at A4 for warehouse & fulfillment. Wave planning, allocation and confirmation are automated. Physical count variances above tolerance are investigated by a person because they can indicate loss. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.
confidence
74%
The challenge — Warehouse & Fulfillment Challenger Agent
Warehouse & Fulfillment Challenger Agent argues the recommendation leans on 5 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 6 percent for two consecutive months
- ·Cost per order line 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 $34k are sampled, not fully measured
| Alternative considered | Cost | Risk | Verdict |
|---|---|---|---|
| Hold the current position | $69k run rate | Known and priced. Cedes ground if comparators move faster. | live |
| Raise the ceiling one level now | $1033k to build controls | Override rate is 14 percent; raising the ceiling before that settles imports the error into production. | rejected on evidence |
| Move the exception tail to the spine | $1080k 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 |
|---|---|---|---|---|---|---|
| SC6-POL-200 | Warehouse & Fulfillment Decision Envelope Agents in this lane may act without a human when the order line 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 6 agents · US · Canada | envelope | Fulfillment Orchestrator | Director, Fulfillment Operations | v4.5 | under review |
| SC6-POL-201 | Warehouse & Fulfillment 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 6 agents · EU · UK | evidence | Fulfillment Orchestrator | Director, Fulfillment Operations | v3.2 | Active |