LensReading which lens this session carries.
Information Technology/Data & Integration Platform

Sub-function

Data & Integration Platform

Owns pipeline run work end to end inside Information Technology. Runs 3 lines across 17 stations, drains the repeatable share into the DATA-ANALYTICS tower, and holds 3 human gates.

orchestrator Data Platform Orchestratorhuman owner Director, Data Platform routes into data-analytics

Estate rating

BBB

75 / 100

autonomy 77%cap 87%

Pipeline recovery and backfill are automated and idempotent. Access to sensitive data always passes a named steward and expires.

Agents

8

Lines

3

Units / wk

12,883

Timetable vs actual

10.1h → 8.4h

Cost / unit

$5.56

was $19

Run-rate saving

$8.9M

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.

OrchestratorOwns the queue and arbitrates between desks.

Data Platform Orchestrator

Owns the data & integration platform lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.

ObserveA359 / 24h94%9% ovr$1.65/task

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

ObserveWatches signals and watches the agents.

Pipeline Health Agent

Watches data & integration platform continuously. Detects drift, quantifies it, and routes what matters without waiting for a reporting cycle.

ObserveA4198 / 24h96%7% ovr$9.41/task

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

Data Quality Agent

Watches data & integration platform continuously. Detects drift, quantifies it, and routes what matters without waiting for a reporting cycle.

ObserveA4210 / 24h88%8% ovr$6.91/task

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

TaskExecutes stations on a line.

Schema Evolution Agent

Executes the data & integration platform step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA41,685 / 24h94%3% ovr$0.32/task

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

AI GBSRuns the shared transaction spine.

Lineage Agent

Runs the repeatable portion of data & integration platform inside the shared transaction spine at spine cost and spine controls.

AI GBSA42,115 / 24h90%2% ovr$0.18/task

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

PolicyAuthors and versions the binding rules.

Access Governance Agent

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

PolicyA2165 / 24h93%9% ovr$13/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.

Platform Strategy Agent

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

StrategyA2187 / 24h95%4% ovr$14/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.

Data & Integration Platform Challenger Agent

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

StrategyA2173 / 24h90%13% ovr$5.79/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 Coverage73
Evidence Quality87
Override Discipline78
Data Integrity77
Recovery Readiness70
Cost Transparency86
Judgment Readiness55

People

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

headcount on this work38.627.2 FTE

Redeployed into agent supervision, calibration and coaching.

inference cost per unit$1.62

Lines running in this sub-function

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

13 clear3 evidenced3 held
IT8APipeline IncidentTransactional · 6 stations

Detect failure

2 live

Diagnose

33 q

Auto-retry

1 live

Backfill

1 live

Escalate

4 live

Restore

1 live

IT8BData Product ReleaseTransactional · 6 stations

Request

8 q

Model schema

3 live

Quality gate

1 live

Lineage register

35 q

Owner approve

2 q

Publish

32 q

IT8CData Access GrantTransactional · 5 stations

Request

2 live

Classify sensitivity

31 q

Steward approve

1 live

Grant time-boxed

14 q

Auto-review

3 live

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.

IT8-POS-100

Data & Integration Platform Operating Position

Rejectedv4

Where should the autonomy ceiling for data & integration platform sit over the next four quarters, and what evidence would justify moving it?

Hold the ceiling at A4 for data & integration platform. Pipeline recovery and backfill are automated and idempotent. Access to sensitive data always passes a named steward and expires. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

65%

The challenge — Data & Integration Platform Challenger Agent

Data & Integration Platform Challenger Agent argues the recommendation leans on 4 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 pipeline run 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 $39k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$398k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$1597k 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$531k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Platform Strategy Agentratifier Director, Data Platform3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
IT8-POL-200

Data & Integration Platform Decision Envelope

Agents in this lane may act without a human when the pipeline run 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 2 agents · Global · EU

envelopeAccess Governance AgentDirector, Data Platformv5.9Active
IT8-POL-201

Data & Integration Platform 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 2 agents · EU · UK · US

evidenceAccess Governance AgentDirector, Data Platformv3.1Active
IT8-POL-202

Data & Integration Platform 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, Data Platform owns the response clock.

binds 2 agents · Global

escalationAccess Governance AgentDirector, Data Platformv4.6Active
IT8-POL-203

Data & Integration Platform Autonomy Ceiling

The ceiling for this lane is 87 on the platform scale. Pipeline recovery and backfill are automated and idempotent. Access to sensitive data always passes a named steward and expires. The ceiling is a governance decision, not a technical limit, and only Director, Data Platform can propose moving it.

binds 2 agents · Global

ceilingAccess Governance AgentDirector, Data Platformv1.3Active