LensReading which lens this session carries.
Administration/Facilities & Workplace

Sub-function

Facilities & Workplace

Owns work order work end to end inside Administration. Runs 4 lines across 24 stations, drains the repeatable share into the S2P tower, and holds 2 human gates.

orchestrator Workplace Operations Orchestratorhuman owner Director, Workplace Services routes into s2p

Estate rating

A

78 / 100

autonomy 73%cap 86%

Work orders are deterministic and heavily instrumented. Anything touching life safety systems or structural work is held for a licensed human sign-off.

Agents

11

Lines

4

Units / wk

10,173

Timetable vs actual

20.5h → 15.7h

Cost / unit

$8.41

was $34

Run-rate saving

$13.5M

annualized at this volume

The 11 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.

Workplace Operations Orchestrator

Owns the facilities & workplace lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.

ObserveA3116 / 24h90%16% ovr$0.95/task

ceiling A4 · escalates to Escalates to Director, Workplace Services when the unit falls outside the decision envelope or confidence drops below the floor.

AI GBSRuns the shared transaction spine.

Space Utilization Agent

Runs the repeatable portion of facilities & workplace inside the shared transaction spine at spine cost and spine controls.

AI GBSA42,290 / 24h93%8% ovr$0.10/task

ceiling A4 · escalates to Escalates to Director, Workplace Services when the unit falls outside the decision envelope or confidence drops below the floor.

Vendor Dispatch Agent

Runs the repeatable portion of facilities & workplace inside the shared transaction spine at spine cost and spine controls.

AI GBSA41,992 / 24h92%1% ovr$0.32/task

ceiling A4 · escalates to Escalates to Director, Workplace Services when the unit falls outside the decision envelope or confidence drops below the floor.

Workplace Experience Agent

Runs the repeatable portion of facilities & workplace inside the shared transaction spine at spine cost and spine controls.

AI GBSA42,540 / 24h97%7% ovr$0.27/task

ceiling A4 · escalates to Escalates to Director, Workplace Services when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Work Order Triage Agent

Executes the facilities & workplace step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA43,211 / 24h99%7% ovr$0.58/task

ceiling A4 · escalates to Escalates to Director, Workplace Services when the unit falls outside the decision envelope or confidence drops below the floor.

Preventive Maintenance Agent

Executes the facilities & workplace step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA42,365 / 24h97%3% ovr$0.39/task

ceiling A4 · escalates to Escalates to Director, Workplace Services when the unit falls outside the decision envelope or confidence drops below the floor.

Energy & Utilities Agent

Executes the facilities & workplace step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA43,725 / 24h96%5% ovr$0.29/task

ceiling A4 · escalates to Escalates to Director, Workplace Services when the unit falls outside the decision envelope or confidence drops below the floor.

ObserveWatches signals and watches the agents.

Occupancy Sensing Agent

Watches facilities & workplace continuously. Detects drift, quantifies it, and routes what matters without waiting for a reporting cycle.

ObserveA4139 / 24h95%6% ovr$11/task

ceiling A4 · escalates to Escalates to Director, Workplace Services when the unit falls outside the decision envelope or confidence drops below the floor.

PolicyAuthors and versions the binding rules.

Facilities Policy Agent

Holds the rules that bind every other agent in facilities & workplace. Versions them, tests them against live decisions, and blocks work that breaches them.

PolicyA291 / 24h89%7% ovr$8.03/task

ceiling A4 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.

StrategyForms and defends a position.

Workplace Doctrine Agent

Authors positions on facilities & workplace. Frames the question, models the options, and writes a recommendation a human can ratify or reject.

StrategyA211 / 24h90%16% ovr$2.22/task

ceiling A4 · 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.

Facilities & Workplace Challenger Agent

Adversarial reviewer for facilities & workplace. Argues the opposite case on every position and flags where the evidence does not carry the claim.

StrategyA265 / 24h92%7% ovr$1.45/task

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.

Control Coverage80
Evidence Quality83
Override Discipline80
Data Integrity86
Recovery Readiness77
Cost Transparency82
Judgment Readiness59

People

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

headcount on this work57.428.9 FTE

Redeployed into customer-facing escalation ownership.

inference cost per unit$1.86

Lines running in this sub-function

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

10 clear2 evidenced2 held
AD1AWork Order to CloseTransactional · 7 stations

Report

1 live

Triage

24 q

Classify

2 live

Dispatch

23 q

Execute

1 live

Verify

1 live

Close

40 q

AD1BPreventive Maintenance CycleTransactional · 5 stations

Schedule

20 q

Dispatch

1 live

Execute

1 live

Evidence capture

1 live

Close

1 live

AD1CSpace ReallocationAnalytical · 6 stations

Sense occupancy

2 live

Model demand

2 live

Draft plan

10 q

Cost impact

29 q

Approve

7 q

Execute

44 q

AD1DWorkplace Model PositionJudgment · 6 stations

Frame question

1 live

Gather evidence

9 q

Model options

15 q

Draft position

31 q

Challenge

44 q

Ratify

5 q

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.

AD1-POS-100

Workplace Model Position

Supersededv4

What operating shape carries twice the current work order volume without adding headcount, and what breaks first if we are wrong?

Hold the ceiling at A4 for facilities & workplace. Work orders are deterministic and heavily instrumented. Anything touching life safety systems or structural work is held for a licensed human sign-off. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

68%

The challenge — Facilities & Workplace Challenger Agent

Facilities & Workplace 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 10 percent for two consecutive months
  • ·Cost per work order 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 $42k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$151k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$883k to build controlsOverride rate is 7 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$613k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Workplace Doctrine Agentratifier Director, Workplace Services3 stated assumptions
AD1-POS-101

Facilities & Workplace Operating Position

In challengev1

Is the current cost per work order defensible against external comparators once inference spend is counted in full?

Keep the repeatable work order 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

81%

The challenge — Facilities & Workplace Challenger Agent

Facilities & Workplace 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 11 percent for two consecutive months
  • ·Cost per work order 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 $42k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$192k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$193k to build controlsOverride rate is 4 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$814k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Workplace Doctrine Agentratifier Director, Workplace Services3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
AD1-POL-200

Facilities & Workplace Decision Envelope

Agents in this lane may act without a human when the work order 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 · LATAM · US

envelopeFacilities Policy AgentDirector, Workplace Servicesv5.4under review
AD1-POL-201

Facilities & Workplace 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

evidenceFacilities Policy AgentDirector, Workplace Servicesv5.0Active