LensReading which lens this session carries.
Finance/Investor Relations Support

Sub-function

Investor Relations Support

Owns disclosure item work end to end inside Finance. Runs 3 lines across 17 stations, drains the repeatable share into no shared tower, and holds 5 human gates.

orchestrator Investor Relations Orchestratorhuman owner VP Investor Relationsno shared tower — judgment density too high

Estate rating

BBB

72 / 100

autonomy 55%cap 58%

The lowest ceiling in Finance by design. Every word said to the market is a securities-law statement, so agents draft and named executives own every syllable.

Agents

8

Lines

3

Units / wk

9,743

Timetable vs actual

22.3h → 22.0h

Cost / unit

$18

was $39

Run-rate saving

$10.8M

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.

Investor Relations Orchestrator

Owns the investor relations support lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.

ObserveA2195 / 24h89%16% ovr$9.69/task

ceiling A2 · escalates to Escalates to VP Investor Relations when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Consensus Tracking Agent

Executes the investor relations support step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA2358 / 24h96%8% ovr$0.54/task

ceiling A2 · escalates to Escalates to VP Investor Relations when the unit falls outside the decision envelope or confidence drops below the floor.

Peer Benchmark Agent

Executes the investor relations support step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA23,143 / 24h94%6% ovr$0.45/task

ceiling A2 · escalates to Escalates to VP Investor Relations when the unit falls outside the decision envelope or confidence drops below the floor.

Question Bank Agent

Executes the investor relations support step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA23,665 / 24h97%5% ovr$0.26/task

ceiling A2 · escalates to Escalates to VP Investor Relations when the unit falls outside the decision envelope or confidence drops below the floor.

Earnings Pack Agent

Executes the investor relations support step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA24,053 / 24h96%7% ovr$0.08/task

ceiling A2 · escalates to Escalates to VP Investor Relations when the unit falls outside the decision envelope or confidence drops below the floor.

PolicyAuthors and versions the binding rules.

Disclosure Consistency Agent

Holds the rules that bind every other agent in investor relations support. Versions them, tests them against live decisions, and blocks work that breaches them.

PolicyA297 / 24h90%4% ovr$13/task

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

StrategyForms and defends a position.

Investor Narrative Agent

Authors positions on investor relations support. Frames the question, models the options, and writes a recommendation a human can ratify or reject.

StrategyA2163 / 24h94%4% ovr$9.49/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.

Investor Relations Support Challenger Agent

Adversarial reviewer for investor relations support. Argues the opposite case on every position and flags where the evidence does not carry the claim.

StrategyA297 / 24h87%17% ovr$5.31/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 Coverage64
Evidence Quality64
Override Discipline77
Data Integrity81
Recovery Readiness68
Cost Transparency72
Judgment Readiness80

People

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

headcount on this work71.254.1 FTE

Redeployed into agent supervision, calibration and coaching.

inference cost per unit$4.78

Lines running in this sub-function

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

10 clear2 evidenced3 held
FI9AEarnings CycleTransactional · 7 stations

Assemble results

4 live

Draft script

29 q

Consistency check

44 q

Legal review

2 live

CFO approve

1 live

CEO approve

1 live

Release

32 q

FI9BInvestor QueryTransactional · 5 stations

Receive

3 live

Check disclosure boundary

1 live

Draft answer

1 live

IR officer review

1 live

Respond

19 q

FI9CNarrative PositionJudgment · 5 stations

Frame

1 live

Model perception

39 q

Draft position

35 q

Challenge

45 q

CFO 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.

FI9-POS-100

Narrative Position

In challengev2

Which parts of investor relations support should deliberately stay human, and how do we defend that against a cost argument?

Hold the ceiling at A2 for investor relations support. The lowest ceiling in Finance by design. Every word said to the market is a securities-law statement, so agents draft and named executives own every syllable. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

86%

The challenge — Investor Relations Support Challenger Agent

Investor Relations Support 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 11 percent for two consecutive months
  • ·Cost per disclosure item 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$134k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$1525k to build controlsOverride rate is 8 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$816k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Investor Narrative Agentratifier VP Investor Relations3 stated assumptions
FI9-POS-101

Investor Relations Support Operating Position

In challengev4

Where should the autonomy ceiling for investor relations support sit over the next four quarters, and what evidence would justify moving it?

Keep the repeatable disclosure item 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

77%

The challenge — Investor Relations Support Challenger Agent

Investor Relations Support 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 disclosure item 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 $40k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$705k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$378k to build controlsOverride 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$1037k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Investor Narrative Agentratifier VP Investor Relations3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
FI9-POL-200

Investor Relations Support Decision Envelope

Agents in this lane may act without a human when the disclosure item 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 · Global

envelopeDisclosure Consistency AgentVP Investor Relationsv4.5Active
FI9-POL-201

Investor Relations Support 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 · EU · UK · US

evidenceDisclosure Consistency AgentVP Investor Relationsv1.7Active
FI9-POL-202

Investor Relations Support 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. VP Investor Relations owns the response clock.

binds 4 agents · Global

escalationDisclosure Consistency AgentVP Investor Relationsv4.8Active