CHORUS
ELEVATED

L0 · Governance Plane · Gate Load

Autonomy levels, ceilings, postures and gate load

79.6% of steps run without a human in the execution path. Every level, ceiling, posture and failure mode behind that number is written down, owned and reversible on one person's authority.

GATES / PERSON · WK

9.2

RATE

79.6%

SHADOW COVERAGE

56.3%

FAILURE WATCH

2 of 3 tripped

Autonomy rate

0.0%

Counted, not asserted

Human-in-path steps

0

A0 + A1 + A2, concentrated at gates

Declared ceilings

0

Reviewed quarterly

Named failure modes

0

Each with an indicator and a control

The meta-metric

Gates per person per week, falling while output rises

One number judges whether the program is working, and two failure modes end it: gate-load inflation and apprenticeship collapse. This ledger instruments all three.

Gates per person · week

0.0

Down 44.0% over 11 weeks

Decline from absorption

0.0%

The other 70.8% is a bigger bench

Shadow-gate coverage

0.0%

118 days dormant at G1

Years to first gate

0.0

Up from 3.1 · 7 quarters

Two of these four numbers are pointed the wrong way

Gate load per person fell 44.0% while artifacts released rose 93%. Only 29.2% of that decline came from the platform absorbing firings; the rest came from putting more people on the bench, which is real relief and a different claim. Meanwhile the analyst population that feeds that bench fell 35.9% — 4.6 leaving for every seat added — and at G1, the one gate that cannot be delegated to anyone, no junior has recorded a shadow decision in 118 days. Both of those are in the ledger below rather than underneath it.

FM5 · Gate-load inflationClear

16.4 → 9.2 per person per week, output up 93%

Kills the program fastest — visible executive pain inside one quarter.

Indicator · gates_per_person_per_week trending up

FM1 · Apprenticeship collapseTripped

G1 dormant · longest 118 days at G1

Kills the program most completely — invisible for three years, then irreversible for ten.

Indicator · No junior has held a shadow gate in 90 days

FM1b · Apprenticeship collapse · pipelineTripped

4.6 juniors out per bench seat added · years-to-first-gate 3.1 → 4.4

Second indicator on the same failure mode.

Indicator · Junior headcount falling faster than the bench grows; years-to-first-gate rising

Gates per person per week · 11 weeks

16.4 → 9.2

Down 44.0% while artifacts released rose +93% — 61 to 118 a week.

Load falling, overrides falling

The platform working as designed. Fewer decisions asked of humans, and more of them agreed.

Read the decline before you present it

Two entirely different things move this number. The platform can absorb gate firings, or the bench can get bigger and the same work can be spread thinner. Only the first is the platform working. Over this window the split is 29.2% absorption and 70.8% bench.

Absorption effect

-2.11

Fewer firings reaching humans at all: 148 a week down to 129.

Bench effect

-5.12

More named holders carrying it: 9 up to 14. Real relief, but not the same claim.

Load down, output up · 12 weekly readings

Gates / personArtifacts released

W-11

W-10

W-9

W-8

W-7

W-6

W-5

W-4

W-3

W-2

W-1

Now

Output bought per unit of human attention rose from 0.41 to 0.91 artifacts per gate held — a factor of 2.22×.

Gate load rising

Autonomy ceilings are too low, or materiality thresholds are miscalibrated. The program has industrialized approval rather than production.

Load falling, overrides rising

Autonomy has been pushed past what the humans trust. The gates are firing less and disagreeing more.

Load falling, overrides falling

Current

The platform working as designed. Fewer decisions asked of humans, and more of them agreed.

Who actually holds it · 14 named individuals

Fair share 9.2 firings / week

General Counsel

LegalG1G2G3

21

+17%

Canon Steward

Communications & Corporate AffairsG2

14

-33%

Regional Comms Lead · EMEA

MarketsG5

13

-41%

Chief Compliance Officer

LegalG3

12

-25%

Channel Owner · Owned & Social

Communications & Corporate AffairsG5

11

-42%

Ops Domain Lead

OperationsG5

10

-55%

Chief Communications Officer

Communications & Corporate AffairsG1G4

9

-36%

Regional Counsel · EMEA

LegalG3

8

Joined

Evidence Owner · Finance

FinanceG2

7

-42%

Regional Counsel · APAC

LegalG3

6

Joined

Market President's Office · US

MarketsG4

6

Joined

CFO's Chief of Staff

FinanceG4

5

Joined

Chief Sustainability Officer's Office

SustainabilityG4

4

Joined

Chief Executive Officer

ExecutiveG1

3

-25%

The top three holders carry 37.2% of the week between them, and 6 of 14 sit above the fair-share line. Across the 9 people who were already on the bench at the start of the window, load fell -32.4% — with exactly 1 exception. General Counsel is up +16.7%, sits on 3 of the five gates, and 2 of those cannot be delegated to anyone.

Definition

What “80% autonomous” means here

The phrase is defined against steps, not outcomes. The full definition is below.

"80% autonomous" means at least 80% of discrete process steps execute at autonomy level A3 or A4 — without a human in the execution path — with all remaining human effort concentrated at named, pre-declared judgment gates. It does not mean 80% of hours.

Counted as autonomous

A3A4

Counted as human-in-path

A0A1A2

A3 removes the human from the execution path even though a human still decides release. That distinction is the whole design.

Counted, not asserted. Every step in Appendix B carries a declared level.

Step distribution by autonomy level

rendering…

98 steps across five workflows

L0 · The ladder

Five levels, mapped to the published task mix

A3 carries the program. The distinction between A2 and A3 is whether a human touches the artifact or only approves it.

A0
Human decides
17 steps · 17.3%

A person makes the call. The system assembles the inputs, states a recommendation and a confidence, and stops.

Agent role

Prepare, recommend, record. Never act.

Task-mix archetype

Human-dominant tasks (8.1% of the Comms task mix)
In execution path
Human present
A1
Human does, agent assists
0 steps · 0.0%

A person produces the output. Agents supply research, precedent, evidence and voice reference in-line.

Agent role

Retrieval and reference.

Task-mix archetype

AI-assisted human work (11.8%)
In execution path
Human present
A2
Co-production
3 steps · 3.1%

Agent drafts, human materially rewrites. Expected human edit distance is high and is measured.

Agent role

First draft, structured options, challenge.

Task-mix archetype

Human–AI collaboration (40.0% — the largest block)
In execution path
Human present
A3
Agent does, human approves
22 steps · 22.4%

Agent produces the finished output. A named human approves at a gate before release. The human does not touch the artifact.

This is the level that carries the program. Most of the 80% lives here.

Agent role

End-to-end production against an output contract.

Task-mix archetype

Human-supervised AI (31.3%)
In execution path
No human
A4
Agent runs unattended
56 steps · 57.1%

Agent executes and releases within a declared envelope. Humans see results, not requests.

Agent role

Autonomous operation with post-hoc audit.

Task-mix archetype

AI-dominant tasks (8.9%)
In execution path
No human
Envelope required

The arithmetic

Autonomy per workflow — including the one that fails the target

78 of the 98 specified steps run with no human in the execution path. The five workflow readings show where each sits.

WorkflowStepsA0A1A2A3A4AutoRateCeiling
WF1
Value dispute with the franchise system
224016111777.3%A3
WF2
Global position cascade
172002131588.2%A3
WF3
The golden hour
233006142087.0%A3
WF4
The conduct issue
18502381161.1%A2
WF5
Multi-jurisdiction policy campaign
183005101583.3%A3
Aggregate98170322567879.6%

Autonomy rate by workflow

rendering…

Target line is 80%. WF4 is deliberately below it.

L0 · Policy & Risk Register

Declared ceilings ratchet down instantly and up only with evidence

Per workflow, per topic, per market, per voice. Published in the Policy & Risk Register. Visible to every gate-holder.

WF1A3
Signal to leadership brief
Set by Ops domain lead
WF2A3
Position change to global propagation
Set by CCO
WF3A3
Emergent issue to contained outcome
Set by CCO
WF4A2
Regulatory and public affairs cycle
Set by General Counsel

61.1% autonomous by design. Sixteen points below the next-lowest workflow and nineteen below the 80% target.

WF5A3
Quarter close to evidence-based reporting
Set by Ops domain lead
The ratchet rule

Ceilings ratchet DOWN instantly, on any named individual's authority. They ratchet UP only at the governance cycle, with evidence.

Architectural rules
R1 · No agent-to-agent coordination. Every handoff goes through the Chief of Staff.

Swarms that self-coordinate cannot be audited, debugged or governed. The cost is a small latency penalty; the benefit is that every decision has a traceable path.

R2 · No output leaves the system without a Canon write-back.

This is what compounds. Without it, the platform is a very expensive drafting tool.

R3 · The autonomy ceiling is data, not code.

Legal must be able to ratchet down a ceiling at 23:00 on a Friday without a deployment.

L0 · Posture system

One switch changes every deadline and every ceiling in sixty seconds

Posture is declared by a named human, never inferred. It is the highest-leverage control on the platform.

ELEVATED
NORMAL

Standing operation.

Gate deadline

4h

Autonomy modifier

as declared

Trigger

default
ELEVATED

A material situation is live but contained. Not a crisis.

Gate deadline

30m

Autonomy modifier

Topic-scoped ceiling drops one level. Sensing cadence moves to continuous on the affected topic.

Trigger

materiality_above_70 · named_regulator_contact · tier_1_outlet_inquiry_on_contested_topic · executive_named_in_coverage

Declared by

CCO, domain lead with CCO notification
CRISIS

A posture, not a department. The same agents run; the ceilings, cadences and gate-holders change.

Gate deadline

8m

Autonomy modifier

All release gates move to named individuals. C-suite voice drops to A2. Sensing moves to sub-5-minute on all watchlist terms.

Trigger

safety_event · regulatory_enforcement_action · litigation_filing_with_media_attachment · materiality_above_90 · coordinated_multi_market_coverage

Declared by

CEO, CCO

No AI toolkit handles a crisis end to end. The system compresses preparation from hours to minutes; the judgment stays human and the leadership stays human.

Posture declaration

sign-in required

Topic-scoped ceiling drops one level. Sensing cadence moves to continuous on the affected topic.

L1 · Chief of Staff

The orchestrator that never writes, never publishes, never decides

L1 orchestrator. One per function.

Hard constraints
  • The CoS does not write.
  • The CoS does not publish.
  • The CoS does not decide.

Rule R1 routes every handoff through this layer. Swarms that self-coordinate cannot be audited, debugged or governed.

01Intake and classify

Every inbound signal, request and event resolves to a situation class or is escalated as unclassified.

02Route

Select the domain agent and task agents. Record the routing rationale.

03Enforce ceilings

Read the Policy & Risk Register before every invocation. No exceptions, no caching beyond 60 seconds.

04Sequence

Order dependent steps; parallelize independent ones; hold steps whose inputs are stale.

05Assemble gate packs

A gate-holder receives a recommendation, a named alternative, the evidence, the precedent and a deadline. Never a raw draft.

06Chase

Gates approaching deadline escalate automatically. Chasing is the CoS's job, not a human's.

07Arbitrate conflict

When two agents produce contradictory outputs, the CoS surfaces the contradiction rather than picking a winner.

08Manage posture

Propose posture changes with evidence; execute declared changes across every running workflow within 60 seconds.

09Budget

Track token and tool spend per workflow against the spend cap. Degrade gracefully, never silently.

10Write back

Confirm every Canon write completed before marking a workflow step done.

Build governance

THE GATE — which agents get built, and when they get killed

Build governance. Which agents get built, by whom, and when they get killed.

1PROPOSE

Owner

Anyone in the function

Artifact

One page: the workflow, the hours, the sponsor.
2EVALUATE

Owner

Agent Ops Lead

Disqualifying question

“Why can't an existing tool do this?”

Artifact

Build / buy / already-exists verdict.
3SPONSORSHIP GATE

Owner

Named business sponsor

Rule

No sponsor — no build. Sponsors own adoption, not technology.

Artifact

Signed adoption commitment with a named user population.
4MEASURE & DECIDE

Owner

ExCo AI Value Owner

Rule

Explicit scale-or-sunset milestone set at build time.

Artifact

Usage, hours recovered, quality delta — against the milestone.
Freedom below the line

Below a declared spend and risk threshold, anyone builds anything without approval. Above it, THE GATE applies. The threshold is published.

Freedom below the line

Anything a single person can build and test in one to two days needs no sponsor, no gate, no paperwork. Governance that reaches down to the individual prompt kills the experimentation that produces the good candidates in the first place.

Sponsors own adoption, not technology

The sponsor is a market comms lead, a practice head, a regional GR director — not the AI team, not IT. The sponsor's commitment is that their people will use it. Confusing these two is how programs produce excellent tools with 6% adoption.

The disqualifying question

"Why can’t the general-purpose assistant already deployed do this?" is asked at stage 1 and has to be answered in writing. Most proposals fail it, and that is the point. Voice you judge by ear — that is a prompt. A materiality score a GC will be asked to defend — that is a product.

Scale-or-sunset is declared up front

Every build carries a date and a threshold set before a line is written. Adoption below the threshold at the date means the agent is retired, its Canon writes are frozen, and its budget is released.

Governance artifacts

Three files that make the whole thing auditable

Agents read them at runtime. Changing a ceiling is a data edit with an audit record, not a deployment.

Policy & Risk Register

The machine-readable file holding every autonomy ceiling, every no-fly zone, every jurisdictional constraint, every claim-substantiation rule. Agents read it at runtime. Changing a ceiling is a data edit with an audit record, not a deployment.

Owner

Canon Steward, countersigned by GC

Review

Continuous; quarterly formal
Gate Ledger

Every gate fired, who held it, what they saw, what they chose, how long they took, and what happened afterwards. The audit trail, the training corpus for the override loop, and the evidence base for raising or lowering ceilings.

Owner

Agent Ops

Review

Immutable; reported monthly
Agent Register

Every agent live, its sponsor, its ceiling, its sunset date, its adoption rate, its override rate, its cost. One page. If it does not fit on one page the roster is too big.

Owner

Agent Ops Lead

Review

Monthly at ExCo

Operating model

Five roles the function does not have today

2.7 net new FTE plus a distributed gate-holding assignment, including the Canon Steward.

Canon Steward
1 FTE

Canon currency, completeness and drift. Owns the single number 'percentage of live positions past expiry'.

Owns

The truth substrate. Narrative Canon versioning, Evidence Ledger integrity and expiry enforcement, Stakeholder Graph accuracy, Precedent Library curation. The single most consequential new role in the function.

Decides

What is canonical, what is superseded, what claim expires when, and who owns each claim. Countersigns the Policy & Risk Register with the GC.

Sits

Reports to CCO. Peer of the VP Comms, not subordinate.

Scale

1 global + 1 per major region
Agent Ops Lead
1 FTE

Agent register, evaluation sets, cost per workflow, incident response.

Owns

The roster. Agent lifecycle from proposal to sunset, evaluation harnesses, the Gate Ledger, autonomy ceiling recommendations, cost and token budgets, the monthly Agent Register.

Decides

Nothing about content. Recommends ceiling changes; does not set them. Recommends sunsets; the sponsor decides.

Sits

Reports to CCO, dotted to the ExCo AI value owner.

Scale

1 global + small team
Simulation Calibrator
0.5 FTE

Simulator accuracy against observed outcomes. Owns the calibration loop and the confirmation-bias control.

Owns

Prediction quality. Persona construction and refresh, panel composition, prediction logging, Brier scoring, published calibration, and the authority to mark the simulator advisory-only when it drifts.

Decides

Whether a simulation result is admissible at a gate. This is a veto and it is exercised against the function's own enthusiasm.

Sits

Reports to Agent Ops. Escalation path direct to CCO.

Scale

1 global, part-time after phase 3
Gate Holders
distributed FTE

Named per gate per workflow. Gate-holding is in the job description and the objectives, not a favor.

Owns

Not a new headcount — a named, published, always-covered assignment layered onto existing senior roles, with a named deputy and a named shadow for every gate.

Decides

The five judgment gates. This is the human core of the platform and the only place human time is deliberately spent.

Sits

Existing CCO, VP Comms, GC, market leads, principals.

Scale

Every gate, every posture, 24/7 for crisis
ExCo AI Value Owner
0.2 FTE

Reinvestment of recovered capacity. Comp-tied. Without this role, 67% of leaders report GenAI enables new work and only 8% actually reinvest.

Owns

Value realization across the enterprise, not just this function. The named executive whose objectives move when the program stalls.

Decides

Portfolio-level funding, cross-function arbitration, and the reinvestment split between P&L and capability.

Sits

ExCo. Not the CCO, not the CIO.

Scale

1
The barbell
what happens by default

A small senior judgment layer, a thin technical layer, and nothing in between. Cheapest. Also has no mechanism for producing its own next generation of gate-holders and no surge capacity when three situations run at once. Every hour recovered goes to the P&L.

The fat T
what to aim for

The same senior layer, a deliberately preserved and re-purposed middle — people who hold shadow gates, curate Canon, run calibration, and do the strategic work the function has never had time for — and a thin production base. Requires committing roughly half the recovered hours back into the function before the savings are booked.

“You can't break the apprenticeship model.”
Corporate Affairs leadership team · Unilever

Declared failure modes

Eight ways this program dies, each with an indicator and a control

Gate-load inflation kills it fastest — it produces visible executive pain within one quarter and generates an internal constituency for shutting the thing down. Apprenticeship collapse kills it most completely, because the damage is invisible for three years and then irreversible for ten.

FM1Kills completely
Apprenticeship collapse

Indicator

No junior has held a shadow gate in 90 days

Control

Shadow gates mandatory; juniors decide before the system reveals its recommendation.
FM2
Franchise or partner trust breach

Indicator

Partner-originated complaints about automated communications

Control

Partner-facing channels capped at A2 for the first four quarters.
FM3
Canon drift

Indicator

Positions past expiry above 10%

Control

Canon Steward's primary metric; expiry forces review.
FM4
Slop at scale

Indicator

Output volume up, engagement per output down

Control

Slop Sentinel loop; volume caps per channel per week.
FM5Kills fastest
Gate-load inflation

Indicator

gates_per_person_per_week trending up

Control

The meta-metric. Reported to ExCo monthly.
FM6
Reinvestment evaporation

Indicator

Hours recovered with no named destination

Control

ExCo AI Value Owner, comp-tied, with a published reinvestment plan.
FM7
Unclassified-situation drift

Indicator

Unclassified rate above 12% monthly

Control

Mandatory human routing; new class proposal required.
FM8
Simulator confirmation bias

Indicator

Simulated reactions increasingly agree with the recommended position

Control

Adversarial persona requirement; calibration against observed outcomes quarterly.
Governance is the product, not the wrapper.
Every number on this page is countable from the workflow register. Nothing here is aspirational.
L0 · Governance Plane