LensReading which lens this session carries.
Marketing/Attribution & Analytics

Sub-function

Attribution & Analytics

Owns analysis work end to end inside Marketing. Runs 3 lines across 16 stations, drains the repeatable share into the DATA-ANALYTICS tower, and holds 3 human gates.

orchestrator Marketing Analytics Orchestratorhuman owner Director, Marketing Analytics routes into data-analytics

Estate rating

A

75 / 100

autonomy 60%cap 84%

Modeling and reporting are fully agentic. Budget reallocation across channels is a spend decision, so a human ratifies the recommendation.

Agents

9

Lines

3

Units / wk

104

Timetable vs actual

3.0d → 3.1d

Cost / unit

$737

was $3K

Run-rate saving

$11.3M

annualized at this volume

The 9 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.

Marketing Analytics Orchestrator

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

ObserveA3103 / 24h95%11% ovr$7.86/task

ceiling A3 · escalates to Escalates to Director, Marketing Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

AI GBSRuns the shared transaction spine.

Attribution Model Agent

Runs the repeatable portion of attribution & analytics inside the shared transaction spine at spine cost and spine controls.

AI GBSA31,027 / 24h93%5% ovr$0.49/task

ceiling A3 · escalates to Escalates to Director, Marketing Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

Reporting Automation Agent

Runs the repeatable portion of attribution & analytics inside the shared transaction spine at spine cost and spine controls.

AI GBSA32,534 / 24h92%8% ovr$0.39/task

ceiling A3 · escalates to Escalates to Director, Marketing Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Mix Modeling Agent

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

WorkflowA33,813 / 24h89%7% ovr$0.58/task

ceiling A3 · escalates to Escalates to Director, Marketing Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

Incrementality Test Agent

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

WorkflowA32,154 / 24h93%3% ovr$0.07/task

ceiling A3 · escalates to Escalates to Director, Marketing Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

Forecast Agent

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

WorkflowA3564 / 24h91%4% ovr$0.10/task

ceiling A3 · escalates to Escalates to Director, Marketing Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

ObserveWatches signals and watches the agents.

Anomaly Detection Agent

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

ObserveA3175 / 24h97%5% ovr$14/task

ceiling A3 · escalates to Escalates to Director, Marketing Analytics when the unit falls outside the decision envelope or confidence drops below the floor.

StrategyForms and defends a position.

Measurement Doctrine Agent

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

StrategyA251 / 24h93%5% ovr$4.59/task

ceiling A3 · 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.

Attribution & Analytics Challenger Agent

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

StrategyA260 / 24h92%12% ovr$6.72/task

ceiling A3 · 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 Coverage79
Evidence Quality80
Override Discipline84
Data Integrity93
Recovery Readiness67
Cost Transparency62
Judgment Readiness56

People

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

headcount on this work9.75.5 FTE

Redeployed into agent supervision, calibration and coaching.

inference cost per unit$170

Lines running in this sub-function

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

2 clear3 evidenced1 held
MK11AMonthly Performance ReadAnalytical · 6 stations

Ingest

1 live

Attribute

1 live

Detect anomaly

38 q

Draft readout

2 q

Leader review

1 live

Publish

20 q

MK11BIncrementality TestAnalytical · 5 stations

Design holdout

17 q

Run

10 q

Measure lift

33 q

Draft finding

16 q

Ratify

2 live

MK11CMix Reallocation PositionJudgment · 5 stations

Frame

9 q

Model scenarios

16 q

Draft position

1 live

Challenge

18 q

CMO ratify

4 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.

MK11-POS-100

Mix Reallocation Position

Rejectedv1

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

Hold the ceiling at A3 for attribution & analytics. Modeling and reporting are fully agentic. Budget reallocation across channels is a spend decision, so a human ratifies the recommendation. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

66%

The challenge — Attribution & Analytics Challenger Agent

Attribution & Analytics 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 8 percent for two consecutive months
  • ·Cost per analysis 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$240k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$748k to build controlsOverride rate is 6 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$437k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Measurement Doctrine Agentratifier Director, Marketing Analytics3 stated assumptions
MK11-POS-101

Attribution & Analytics Operating Position

Draftv2

Which parts of attribution & analytics should deliberately stay human, and how do we defend that against a cost argument?

Keep the repeatable analysis 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

80%

The challenge — Attribution & Analytics Challenger Agent

Attribution & Analytics 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 16 percent for two consecutive months
  • ·Cost per analysis 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 $44k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$428k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$1494k to build controlsOverride rate is 13 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$578k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Measurement Doctrine Agentratifier Director, Marketing Analytics3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
MK11-POL-200

Attribution & Analytics Decision Envelope

Agents in this lane may act without a human when the analysis 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 · EU · UK

envelopeMarketing Analytics OrchestratorDirector, Marketing Analyticsv3.0under review
MK11-POL-201

Attribution & Analytics 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

evidenceMarketing Analytics OrchestratorDirector, Marketing Analyticsv3.7Active