Sub-function
Revenue Analytics
Owns analysis work end to end inside Revenue Growth Management. more
Estate rating
BBB
71 / 100
Analysis and drafting are agentic. more
Agents
8
Lines
3
Units / wk
6,745
Timetable vs actual
20.8h → 23.0h
Cost / unit
$2.85
was $7.34
Run-rate saving
$1.6M
annualized at this volume
The 8 agents running this sub-function
Grouped by what they are for, not by where they sit. more
Revenue Analytics Orchestrator
Owns the revenue analytics lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.
ceiling A3 · escalates to Escalates to VP Revenue Analytics when the unit falls outside the decision envelope or confidence drops below the floor.
Cohort Analysis Agent
Runs the repeatable portion of revenue analytics inside the shared transaction spine at spine cost and spine controls.
ceiling A3 · escalates to Escalates to VP Revenue Analytics when the unit falls outside the decision envelope or confidence drops below the floor.
Pipeline Velocity Agent
Runs the repeatable portion of revenue analytics inside the shared transaction spine at spine cost and spine controls.
ceiling A3 · escalates to Escalates to VP Revenue Analytics when the unit falls outside the decision envelope or confidence drops below the floor.
Funnel Diagnostic Agent
Executes the revenue analytics step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to VP Revenue Analytics when the unit falls outside the decision envelope or confidence drops below the floor.
Retention Modeling Agent
Executes the revenue analytics step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to VP Revenue Analytics when the unit falls outside the decision envelope or confidence drops below the floor.
Board Reporting Agent
Executes the revenue analytics step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to VP Revenue Analytics when the unit falls outside the decision envelope or confidence drops below the floor.
Revenue Architecture Agent
Authors positions on revenue analytics. Frames the question, models the options, and writes a recommendation a human can ratify or reject.
ceiling A3 · escalates to Escalates when two options sit inside the confidence band and the evidence cannot separate them.
Revenue Analytics Challenger Agent
Adversarial reviewer for revenue analytics. Argues the opposite case on every position and flags where the evidence does not carry the claim.
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.
People
What the humans stopped doing, and what they do now.
Redeployed into agent supervision, calibration and coaching.
Lines running in this sub-function
Each line is a workflow. more
Strategy positions this sub-function holds
An agent that only executes is a robot. more
Revenue Architecture Position
Draftv2What operating shape carries twice the current analysis volume without adding headcount, and what breaks first if we are wrong?
Hold the ceiling at A3 for revenue analytics. more
confidence
69%
The challenge — Revenue Analytics Challenger Agent
Revenue Analytics Challenger Agent argues the recommendation leans on 4 quarters of data from a period with no volume shock. more
Break conditions
- ·Override rate rises above 14 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 considered | Cost | Risk | Verdict |
|---|---|---|---|
| Hold the current position | $658k run rate | Known and priced. Cedes ground if comparators move faster. | live |
| Raise the ceiling one level now | $456k to build controls | Override 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 | $549k transition | Loses local context. Rework risk on the cases that are hardest to recover. | under review |
Revenue Analytics Operating Position
Rejectedv1Is the current cost per analysis defensible against external comparators once inference spend is counted in full?
Keep the repeatable analysis volume in the spine and pull the exception tail back into the function. more
confidence
78%
The challenge — Revenue Analytics Challenger Agent
Revenue Analytics Challenger Agent argues the recommendation leans on 4 quarters of data from a period with no volume shock. more
Break conditions
- ·Override rate rises above 8 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 $33k are sampled, not fully measured
| Alternative considered | Cost | Risk | Verdict |
|---|---|---|---|
| Hold the current position | $118k run rate | Known and priced. Cedes ground if comparators move faster. | live |
| Raise the ceiling one level now | $1682k to build controls | Override 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 | $898k 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. more
| Ref | Rule | Scope | Owner agent | Approved by | Version | Status |
|---|---|---|---|---|---|---|
| RO11-POL-200 | Revenue Analytics Decision Envelope Agents in this lane may act without a human when the analysis sits inside the stated value, risk and confidence envelope. more binds 5 agents · LATAM · US | envelope | Revenue Analytics Orchestrator | VP Revenue Analytics | v1.8 | Active |
| RO11-POL-201 | Revenue Analytics Evidence Standard Every autonomous decision writes inputs, the rule version applied, the model and prompt version, the output and a reversal path. more binds 5 agents · EU · UK · US | evidence | Revenue Analytics Orchestrator | VP Revenue Analytics | v1.7 | Active |
| RO11-POL-202 | Revenue Analytics Escalation Rule Escalation is mandatory when confidence falls below the floor, when two options sit inside the confidence band, or when a break condition on a ratified position fires. more binds 5 agents · APAC | escalation | Revenue Analytics Orchestrator | VP Revenue Analytics | v4.7 | Active |
| RO11-POL-203 | Revenue Analytics Autonomy Ceiling The ceiling for this lane is 78 on the platform scale. more binds 5 agents · APAC | ceiling | Revenue Analytics Orchestrator | VP Revenue Analytics | v3.8 | under review |