LensReading which lens this session carries.
Legal/Outside Counsel Management

Sub-function

Outside Counsel Management

Owns engagement work end to end inside Legal. Runs 3 lines across 16 stations, drains the repeatable share into the LEGAL tower, and holds 4 human gates.

orchestrator Outside Counsel Orchestratorhuman owner Director, Legal Operations routes into legal

Estate rating

A

80 / 100

autonomy 79%cap 85%

Guideline enforcement on legal invoices is exactly the kind of high-volume rules work agents do better than people. Engagement of a firm remains a human commitment.

Agents

8

Lines

3

Units / wk

8,028

Timetable vs actual

18.0h → 17.4h

Cost / unit

$8.34

was $29

Run-rate saving

$8.6M

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.

Outside Counsel Orchestrator

Owns the outside counsel management lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.

ObserveA3189 / 24h87%5% ovr$6.68/task

ceiling A3 · escalates to Escalates to Director, Legal Operations when the unit falls outside the decision envelope or confidence drops below the floor.

AI GBSRuns the shared transaction spine.

Panel Management Agent

Runs the repeatable portion of outside counsel management inside the shared transaction spine at spine cost and spine controls.

AI GBSA33,889 / 24h97%9% ovr$0.30/task

ceiling A3 · escalates to Escalates to Director, Legal Operations when the unit falls outside the decision envelope or confidence drops below the floor.

Invoice Review Agent

Runs the repeatable portion of outside counsel management inside the shared transaction spine at spine cost and spine controls.

AI GBSA3464 / 24h95%9% ovr$0.07/task

ceiling A3 · escalates to Escalates to Director, Legal Operations when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Matter Assignment Agent

Executes the outside counsel management step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA3473 / 24h96%2% ovr$0.13/task

ceiling A3 · escalates to Escalates to Director, Legal Operations when the unit falls outside the decision envelope or confidence drops below the floor.

Billing Guideline Agent

Executes the outside counsel management step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA32,399 / 24h95%5% ovr$0.15/task

ceiling A3 · escalates to Escalates to Director, Legal Operations when the unit falls outside the decision envelope or confidence drops below the floor.

Rate Negotiation Agent

Executes the outside counsel management step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA3965 / 24h98%8% ovr$0.19/task

ceiling A3 · escalates to Escalates to Director, Legal Operations when the unit falls outside the decision envelope or confidence drops below the floor.

Performance Scoring Agent

Executes the outside counsel management step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA31,715 / 24h94%1% ovr$0.10/task

ceiling A3 · escalates to Escalates to Director, Legal Operations when the unit falls outside the decision envelope or confidence drops below the floor.

ChallengerPaid to disagree before a human has to.

Outside Counsel Management Challenger Agent

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

StrategyA2158 / 24h92%6% ovr$7.42/task

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.

Control Coverage79
Evidence Quality77
Override Discipline89
Data Integrity94
Recovery Readiness90
Cost Transparency85
Judgment Readiness49

People

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

headcount on this work52.034.8 FTE

Redeployed into cross-function process redesign.

inference cost per unit$1.37

Lines running in this sub-function

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

9 clear2 evidenced3 held
LG10AMatter AssignmentTransactional · 6 stations

Scope matter

3 live

Match panel firm

3 q

Estimate budget

24 q

Approve engagement

2 live

Instruct

1 live

Track

12 q

LG10BInvoice ReviewTransactional · 6 stations

Receive invoice

1 live

Guideline check

8 q

Auto-reduce out-of-policy

1 live

Counsel review

4 live

Approve

6 q

Pay

31 q

LG10CPanel ReviewAnalytical · 4 stations

Score firms

2 live

Benchmark rates

34 q

Draft recommendation

1 q

GC review

2 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.

LG10-POS-100

Outside Counsel Management Operating Position

Draftv4

Where should the autonomy ceiling for outside counsel management sit over the next four quarters, and what evidence would justify moving it?

Hold the ceiling at A3 for outside counsel management. Guideline enforcement on legal invoices is exactly the kind of high-volume rules work agents do better than people. Engagement of a firm remains a human commitment. 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 — Outside Counsel Management Challenger Agent

Outside Counsel 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 15 percent for two consecutive months
  • ·Cost per engagement 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 $6k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$735k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$1077k to build controlsOverride 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$572k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Outside Counsel Orchestratorratifier Director, Legal Operations3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
LG10-POL-200

Outside Counsel Management Decision Envelope

Agents in this lane may act without a human when the engagement 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 6 agents · EU · UK

envelopeOutside Counsel OrchestratorDirector, Legal Operationsv3.8Active
LG10-POL-201

Outside Counsel 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 6 agents · EU · UK

evidenceOutside Counsel OrchestratorDirector, Legal Operationsv5.8Active
LG10-POL-202

Outside Counsel 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. Director, Legal Operations owns the response clock.

binds 6 agents · Global · EU

escalationOutside Counsel OrchestratorDirector, Legal Operationsv4.9Active
LG10-POL-203

Outside Counsel Management Autonomy Ceiling

The ceiling for this lane is 85 on the platform scale. Guideline enforcement on legal invoices is exactly the kind of high-volume rules work agents do better than people. Engagement of a firm remains a human commitment. The ceiling is a governance decision, not a technical limit, and only Director, Legal Operations can propose moving it.

binds 6 agents · US · Canada

ceilingOutside Counsel OrchestratorDirector, Legal Operationsv2.1Active