LensReading which lens this session carries.
Administration/Records & Information Management

Sub-function

Records & Information Management

Owns record set work end to end inside Administration. Runs 4 lines across 23 stations, drains the repeatable share into the R2R tower, and holds 5 human gates.

orchestrator Records Orchestratorhuman owner Chief Records Officer routes into r2r

Estate rating

BBB

74 / 100

autonomy 57%cap 68%

Classification and retention are automatable. Permanent disposition is irreversible, so it holds a human approval gate regardless of model confidence.

Agents

10

Lines

4

Units / wk

11,847

Timetable vs actual

9.4h → 9.2h

Cost / unit

$18

was $41

Run-rate saving

$13.9M

annualized at this volume

The 10 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.

Records Orchestrator

Owns the records & information management lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.

ObserveA2183 / 24h93%15% ovr$4.36/task

ceiling A2 · escalates to Escalates to Chief Records Officer when the unit falls outside the decision envelope or confidence drops below the floor.

AI GBSRuns the shared transaction spine.

Classification Agent

Runs the repeatable portion of records & information management inside the shared transaction spine at spine cost and spine controls.

AI GBSA24,121 / 24h97%8% ovr$0.57/task

ceiling A2 · escalates to Escalates to Chief Records Officer when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Retention Schedule Agent

Executes the records & information management step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA21,320 / 24h97%8% ovr$0.53/task

ceiling A2 · escalates to Escalates to Chief Records Officer when the unit falls outside the decision envelope or confidence drops below the floor.

Disposition Agent

Executes the records & information management step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA21,778 / 24h88%6% ovr$0.43/task

ceiling A2 · escalates to Escalates to Chief Records Officer when the unit falls outside the decision envelope or confidence drops below the floor.

Privacy Redaction Agent

Executes the records & information management step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA24,070 / 24h95%1% ovr$0.34/task

ceiling A2 · escalates to Escalates to Chief Records Officer when the unit falls outside the decision envelope or confidence drops below the floor.

PolicyAuthors and versions the binding rules.

Legal Hold Agent

Holds the rules that bind every other agent in records & information management. Versions them, tests them against live decisions, and blocks work that breaches them.

PolicyA2158 / 24h87%16% ovr$1.79/task

ceiling A2 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.

Records Policy Agent

Holds the rules that bind every other agent in records & information management. Versions them, tests them against live decisions, and blocks work that breaches them.

PolicyA249 / 24h92%10% ovr$12/task

ceiling A2 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.

ObserveWatches signals and watches the agents.

Archive Integrity Agent

Watches records & information management continuously. Detects drift, quantifies it, and routes what matters without waiting for a reporting cycle.

ObserveA2120 / 24h94%6% ovr$7.68/task

ceiling A2 · escalates to Escalates to Chief Records Officer when the unit falls outside the decision envelope or confidence drops below the floor.

StrategyForms and defends a position.

Information Governance Agent

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

StrategyA2141 / 24h87%7% ovr$5.62/task

ceiling A2 · 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.

Records & Information Management Challenger Agent

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

StrategyA296 / 24h92%5% ovr$11/task

ceiling A2 · 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 Coverage70
Evidence Quality76
Override Discipline87
Data Integrity79
Recovery Readiness66
Cost Transparency84
Judgment Readiness57

People

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

headcount on this work67.741.0 FTE

Redeployed into control design and independent testing.

inference cost per unit$3.97

Lines running in this sub-function

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

13 clear3 evidenced4 held
AD6AClassify to DisposeTransactional · 7 stations

Ingest

1 live

Classify

19 q

Apply retention

1 live

Hold check

2 live

Disposition approve

1 live

Execute

1 live

Certificate

35 q

AD6BLegal Hold ApplicationTransactional · 5 stations

Hold notice

2 live

Identify custodians

3 live

Suspend disposition

3 live

Attest

1 live

Release

5 q

AD6CSubject Access RequestTransactional · 5 stations

Receive

1 live

Locate records

40 q

Redact

12 q

Legal review

3 live

Release

23 q

AD6DGovernance PositionJudgment · 6 stations

Frame question

16 q

Gather evidence

27 q

Model options

1 q

Draft position

12 q

Challenge

1 live

Ratify

3 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.

AD6-POS-100

Governance Position

Ratifiedv2

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

Hold the ceiling at A2 for records & information management. Classification and retention are automatable. Permanent disposition is irreversible, so it holds a human approval gate regardless of model confidence. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

59%

The challenge — Records & Information Management Challenger Agent

Records & Information Management 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 13 percent for two consecutive months
  • ·Cost per record set 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 $47k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$428k run rateKnown and priced. Cedes ground if comparators move faster.not selected
Raise the ceiling one level now$528k to build controlsOverride rate is 10 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$442k transitionLoses local context. Rework risk on the cases that are hardest to recover.selected
authored by Information Governance Agentratifier Chief Records Officer3 stated assumptions
outcome partially held

Ratified 4 months ago. Measured since: cost per record set fell 1 percent against a forecast of 8 percent.

AD6-POS-101

Records & Information Management Operating Position

Ratifiedv3

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

Keep the repeatable record set 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

61%

The challenge — Records & Information Management Challenger Agent

Records & Information Management Challenger Agent argues the recommendation leans on 3 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 9 percent for two consecutive months
  • ·Cost per record set 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 $36k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$816k run rateKnown and priced. Cedes ground if comparators move faster.not selected
Raise the ceiling one level now$223k to build controlsOverride rate is 14 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$1063k transitionLoses local context. Rework risk on the cases that are hardest to recover.selected
authored by Information Governance Agentratifier Chief Records Officer3 stated assumptions
outcome did not hold

Ratified 7 months ago. Measured since: cost per record set rose 12 percent against a forecast that it would fall 11 percent.

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
AD6-POL-200

Records & Information Management Decision Envelope

Agents in this lane may act without a human when the record set 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 4 agents · EU · UK

envelopeLegal Hold AgentChief Records Officerv2.4Active
AD6-POL-201

Records & Information Management 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 4 agents · APAC

evidenceLegal Hold AgentChief Records Officerv5.1Active
AD6-POL-202

Records & Information Management 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. Chief Records Officer owns the response clock.

binds 4 agents · APAC

escalationLegal Hold AgentChief Records Officerv1.0Active
AD6-POL-203

Records & Information Management Autonomy Ceiling

The ceiling for this lane is 68 on the platform scale. Classification and retention are automatable. Permanent disposition is irreversible, so it holds a human approval gate regardless of model confidence. The ceiling is a governance decision, not a technical limit, and only Chief Records Officer can propose moving it.

binds 4 agents · EU · UK

ceilingLegal Hold AgentChief Records Officerv5.1Active