LensReading which lens this session carries.
Supply Chain/Network Design

Sub-function

Network Design

Owns network study work end to end inside Supply Chain. Runs 3 lines across 17 stations, drains the repeatable share into no shared tower, and holds 4 human gates.

orchestrator Network Design Orchestratorhuman owner VP Supply Chain Strategyno shared tower — judgment density too high

Estate rating

BB

67 / 100

autonomy 56%cap 60%

Deliberately capped low. Network modeling is fully agentic, but opening or closing a facility is a capital decision with employment consequences that only a board can take.

Agents

8

Lines

3

Units / wk

7,324

Timetable vs actual

6.1h → 6.5h

Cost / unit

$12

was $30

Run-rate saving

$7.1M

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.

OrchestratorOwns the queue and arbitrates between desks.

Network Design Orchestrator

Owns the network design lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.

ObserveA216 / 24h87%8% ovr$13/task

ceiling A2 · escalates to Escalates to VP Supply Chain Strategy when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Network Modeling Agent

Executes the network design step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA2476 / 24h89%1% ovr$0.20/task

ceiling A2 · escalates to Escalates to VP Supply Chain Strategy when the unit falls outside the decision envelope or confidence drops below the floor.

Cost-to-Serve Agent

Executes the network design step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA23,291 / 24h96%3% ovr$0.21/task

ceiling A2 · escalates to Escalates to VP Supply Chain Strategy when the unit falls outside the decision envelope or confidence drops below the floor.

Footprint Scenario Agent

Executes the network design step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA2898 / 24h93%3% ovr$0.30/task

ceiling A2 · escalates to Escalates to VP Supply Chain Strategy when the unit falls outside the decision envelope or confidence drops below the floor.

Service Level Modeling Agent

Executes the network design step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA21,199 / 24h97%7% ovr$0.38/task

ceiling A2 · escalates to Escalates to VP Supply Chain Strategy when the unit falls outside the decision envelope or confidence drops below the floor.

Carbon Modeling Agent

Executes the network design step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA23,917 / 24h88%4% ovr$0.11/task

ceiling A2 · escalates to Escalates to VP Supply Chain Strategy when the unit falls outside the decision envelope or confidence drops below the floor.

StrategyForms and defends a position.

Network Strategy Agent

Authors positions on network design. Frames the question, models the options, and writes a recommendation a human can ratify or reject.

StrategyA2126 / 24h94%13% ovr$5.94/task

ceiling A2 · escalates to Escalates when two options sit inside the confidence band and the evidence cannot separate them.

ChallengerPaid to disagree before a human has to.

Network Design Challenger Agent

Adversarial reviewer for network design. Argues the opposite case on every position and flags where the evidence does not carry the claim.

StrategyA2154 / 24h92%13% ovr$7.53/task

ceiling A2 · 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.

Control Coverage53
Evidence Quality59
Override Discipline87
Data Integrity71
Recovery Readiness68
Cost Transparency67
Judgment Readiness71

People

What the humans stopped doing, and what they do now.

headcount on this work40.028.2 FTE

Redeployed into scenario work and strategy authoring review.

inference cost per unit$1.59

Lines running in this sub-function

Each line is a workflow. Click a line to walk it station by station.

7 clear4 evidenced0 held
SC10ANetwork StudyJudgment · 7 stations

Frame

18 q

Model baseline

33 q

Model scenarios

1 live

Cost and service trade-off

42 q

Draft position

1 live

Challenge

10 q

ExCo ratify

0 q

SC10BFootprint ChangeTransactional · 6 stations

Approve study

7 q

Model impact

1 live

Business case

2 live

Board approve

1 live

Sequence

1 live

Execute

1 live

SC10CCost-to-Serve ReadAnalytical · 4 stations

Model by channel

44 q

Rank

2 live

Draft readout

37 q

Leader review

1 live

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.

SC10-POS-100

Network Study

In challengev1

Where should the autonomy ceiling for network design sit over the next four quarters, and what evidence would justify moving it?

Hold the ceiling at A2 for network design. Deliberately capped low. Network modeling is fully agentic, but opening or closing a facility is a capital decision with employment consequences that only a board can take. 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 — Network Design Challenger Agent

Network Design Challenger Agent argues the recommendation leans on 2 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 14 percent for two consecutive months
  • ·Cost per network study stops falling while volume keeps rising
  • ·A control failure in this lane reaches a customer or a regulator

Evidence gaps

  • ·No independent test of the control evidence behind the touchless rate
Alternative consideredCostRiskVerdict
Hold the current position$161k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$813k to build controlsOverride rate is 12 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$148k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Network Strategy Agentratifier VP Supply Chain Strategy3 stated assumptions
SC10-POS-101

Network Design Operating Position

Ratifiedv4

Should network study work stay in the shared transaction spine, or come back inside the function where the context lives?

Keep the repeatable network study volume in the spine and pull the exception tail back into the function. The spine is cheaper per unit; the tail is where the context that prevents rework actually sits.

confidence

67%

The challenge — Network Design Challenger Agent

Network Design 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 14 percent for two consecutive months
  • ·Cost per network study stops falling while volume keeps rising
  • ·A comparator publishes a materially lower unit cost on a like-for-like basis

Evidence gaps

  • ·No external comparator on a like-for-like unit definition
  • ·Exception cases under $15k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$531k run rateKnown and priced. Cedes ground if comparators move faster.not selected
Raise the ceiling one level now$714k to build controlsOverride 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$791k transitionLoses local context. Rework risk on the cases that are hardest to recover.selected
authored by Network Strategy Agentratifier VP Supply Chain Strategy3 stated assumptions
outcome partially held

Ratified 9 months ago. Measured since: cost per network study fell 17 percent against a forecast of 30 percent.

Policy register

The rules the agents above are bound by. Version, owner, approver, and the agents each rule constrains.

RefRuleScopeOwner agentApproved byVersionStatus
SC10-POL-200

Network Design Decision Envelope

Agents in this lane may act without a human when the network study 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 · US · Canada

envelopeNetwork Design OrchestratorVP Supply Chain Strategyv2.1under review
SC10-POL-201

Network Design 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 · APAC

evidenceNetwork Design OrchestratorVP Supply Chain Strategyv5.9under review