Sub-function
Systems & Integration
Owns change work end to end inside Revenue Operations. Runs 3 lines across 17 stations, drains the repeatable share into the IT tower, and holds 3 human gates.
Estate rating
A
76 / 100
Detection, retry and restore are automated. Production schema changes and entitlement grants require a named approver — this is where segregation of duties actually bites.
Agents
8
Lines
3
Units / wk
9,783
Timetable vs actual
17.0h → 19.8h
Cost / unit
$3.58
was $14
Run-rate saving
$5.1M
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.
Revenue Systems Orchestrator
Owns the systems & integration lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.
ceiling A3 · escalates to Escalates to Director, Revenue Systems when the unit falls outside the decision envelope or confidence drops below the floor.
Integration Health Monitor
Watches systems & integration continuously. Detects drift, quantifies it, and routes what matters without waiting for a reporting cycle.
ceiling A3 · escalates to Escalates to Director, Revenue Systems when the unit falls outside the decision envelope or confidence drops below the floor.
Sync Failure Agent
Executes the systems & integration step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Revenue Systems when the unit falls outside the decision envelope or confidence drops below the floor.
Schema Change Agent
Executes the systems & integration step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Revenue Systems when the unit falls outside the decision envelope or confidence drops below the floor.
Sandbox Refresh Agent
Runs the repeatable portion of systems & integration inside the shared transaction spine at spine cost and spine controls.
ceiling A3 · escalates to Escalates to Director, Revenue Systems when the unit falls outside the decision envelope or confidence drops below the floor.
Access Provisioning Agent
Holds the rules that bind every other agent in systems & integration. Versions them, tests them against live decisions, and blocks work that breaches them.
ceiling A3 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.
Systems Policy Agent
Holds the rules that bind every other agent in systems & integration. Versions them, tests them against live decisions, and blocks work that breaches them.
ceiling A3 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.
Systems & Integration Challenger Agent
Adversarial reviewer for systems & integration. 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. Click a line to walk it station by station.
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.
Systems & Integration Operating Position
Ratifiedv4What operating shape carries twice the current change volume without adding headcount, and what breaks first if we are wrong?
Hold the ceiling at A3 for systems & integration. Detection, retry and restore are automated. Production schema changes and entitlement grants require a named approver — this is where segregation of duties actually bites. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.
confidence
81%
The challenge — Systems & Integration Challenger Agent
Systems & Integration Challenger Agent argues the recommendation leans on 5 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 15 percent for two consecutive months
- ·Cost per change 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 $26k are sampled, not fully measured
| Alternative considered | Cost | Risk | Verdict |
|---|---|---|---|
| Hold the current position | $278k run rate | Known and priced. Cedes ground if comparators move faster. | not selected |
| Raise the ceiling one level now | $583k to build controls | Override rate is 5 percent; raising the ceiling before that settles imports the error into production. | rejected on evidence |
| Move the exception tail to the spine | $963k transition | Loses local context. Rework risk on the cases that are hardest to recover. | selected |
Ratified 8 months ago. Measured since: cost per change fell 15 percent against a forecast of 31 percent.
Policy register
The rules the agents above are bound by. Version, owner, approver, and the agents each rule constrains.
| Ref | Rule | Scope | Owner agent | Approved by | Version | Status |
|---|---|---|---|---|---|---|
| RO10-POL-200 | Systems & Integration Decision Envelope Agents in this lane may act without a human when the change 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 3 agents · Global | envelope | Access Provisioning Agent | Director, Revenue Systems | v4.1 | Active |
| RO10-POL-201 | Systems & Integration 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 3 agents · Global | evidence | Access Provisioning Agent | Director, Revenue Systems | v5.3 | Active |
| RO10-POL-202 | Systems & Integration 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. Director, Revenue Systems owns the response clock. binds 3 agents · EU · UK | escalation | Access Provisioning Agent | Director, Revenue Systems | v2.6 | Active |
| RO10-POL-203 | Systems & Integration Autonomy Ceiling The ceiling for this lane is 80 on the platform scale. Detection, retry and restore are automated. Production schema changes and entitlement grants require a named approver — this is where segregation of duties actually bites. The ceiling is a governance decision, not a technical limit, and only Director, Revenue Systems can propose moving it. binds 3 agents · US · Canada | ceiling | Access Provisioning Agent | Director, Revenue Systems | v4.1 | under review |