A customer slips on a wet floor in a grocery store, breaks a wrist and, four months later, sues. A general liability claim that would have settled for its medical specials becomes a litigated file with a defense firm, a budget, a stream of electronic bills and a trial date eighteen months out. From here, most of what the claim costs is decided by how well it is managed, not by what happened on the floor.

This post follows one litigated GL claim through InsightCW: opening the suit, assigning panel counsel, the defense plan and its budget by UTBMS phase, reviewing a LEDES bill line by line against the billing guideline, the litigation agent's strategy and the diaries that keep the deadlines. The parties, the firm and the amounts are illustrative.

Use case card
ActorsLitigation specialist (owner), panel defense counsel, claims manager, the insured, plaintiff's counsel
TriggerA suit served on the insured on an existing GL claim
LineGeneral liability: bodily injury feature, expense (defense) feature
Agents involvedLitigation, reserving, medical review, correspondence, supervisor
Decisions and authorityCounsel assignment, the defense plan and budget (claims manager), each bill's approval, settlement authority on the offer
Systems touchedInsightUW (claim.litigation_opened for the account), InsightCede (reserve movements; large-loss notice if the threshold is crossed), InsightPulse
OutcomeDefense spend inside the budget and the guideline, deadlines met, a reserve that reflects the plan, and a strategy decided early
What is measuredDefense spend against budget, bill reductions by reason, days to counsel assignment, deadlines missed (should be zero), litigated cycle time

How litigated files drift

flowchart LR A["Suit served"] --> B["Counsel assigned
by habit"] B --> C["No budget, or a
budget nobody reads"] C --> D["Bills paid in
bulk each quarter"] D --> E["Expense reserve
raised in steps"] E --> F["Strategy decided
at mediation"] style D fill:#fdecec,stroke:#e57373 style E fill:#fff4e2,stroke:#f4a03a

Defense spend leaks in small amounts: an hourly rate above the guideline, block-billed entries, clerical work billed as legal time, a task code the guideline does not pay for, a sixteen-hour day. Each is minor on one invoice and material across a book of litigated claims. And because the plan was never priced, the expense reserve is raised every time a bill surprises someone.

flowchart TB A["Suit recorded"] --> B["Autorun: litigation
agent reads the suit"] B --> C["Panel counsel by
venue state"] C --> D["Defense plan and
budget by UTBMS phase"] D --> E["Reserve the plan
implies"] E --> F["LEDES bills reviewed
line by line on
bill_review rules"] F --> G{"Specialist approves
the reviewed bill"} G --> H["Expense payment:
controls and
authority apply"] style F fill:#efeafe,stroke:#7c6cf0 style G fill:#e8f8f4,stroke:#22c1a4,stroke-width:2px

Who talks to whom

sequenceDiagram participant Spec as Litigation specialist participant CW as InsightCW participant Ag as Claims agents participant Firm as Panel counsel participant Mgr as Claims manager participant UW as InsightUW Spec->>CW: Record the suit: court, case number, dates CW->>UW: claim.litigation_opened CW->>Ag: Autorun on the suit Ag-->>Spec: Deadlines, exposure, recommended strategy (prepared) Spec->>CW: Assign panel counsel Firm->>CW: Defense plan with budget by phase Mgr->>CW: Approve plan and budget Firm->>CW: LEDES 1998B invoice CW->>CW: Line-by-line review on bill_review rules CW-->>Spec: Reviewed bill: cuts with reasons Spec->>CW: Approve: expense payment request

Step by step

A slip-and-fall suit, from service to the first reviewed bill Day numbers are from the date the suit is recorded. Rates and amounts are illustrative.
1
Suit recordedLitigation specialistDay 0

Recording the suit on the claim opens the litigation record and emits claim.litigation_opened to InsightUW and InsightPulse. It is also one of the five events that start the agents on their own.

2
Litigation assessedlitigation_agentDay 0

Deadlines (the answer date, mediation and trial dates as they are set), exposure from the reserve and the injury worksheet, and a recommended strategy — defend, or mediate early — with the reasons and the open questions. Capped at L2: the defense review is prepared for a person.

3
Panel counsel assignedLitigation specialistDay 2

The counsel panel lists each firm with the states it serves, its rates by timekeeper class and its billing guideline. Assignment opens the defense plan and puts a high-priority diary on the claim for the firm's acknowledgement and initial report, due in 14 days.

4
Plan and budget approvedClaims managerDay 14

The defense plan carries a budget by UTBMS phase. Its total implies an expense reserve, which the reserving agent compares with what is reserved now.

5
First LEDES invoiceBill reviewDay 45

A LEDES 1998B e-bill arrives. Every line is reviewed against the guideline on bill_review rules, each cut with its reason: rate above the guideline for the timekeeper's class (cut to the rate), block billing (cut 20%), a fee line with no UTBMS task code (cut), a task or expense the guideline does not pay for (cut), clerical work billed as legal time (cut), more hours in a day than the guideline allows (time past the maximum cut).

6
Reviewed bill approvedLitigation specialistDay 46

The specialist sees the invoice, each cut and its reason, and approves the reviewed amount. Approval becomes an expense payment request on the claim, so payment controls and the authority matrix apply to legal spend like any other money.

7
Spend against budgetlitigation_agentDay 46

Spend to date by phase against the budget, and the share of the bill the guideline cut. If a phase is running ahead of budget, it says so with the phase and the numbers from the ledger.

8
Trial and mediation diariesDiaryOngoing

Mediation and trial dates become diaries on the owner's queue ahead of the date, ranked in Up next with the rest of the desk's work.

What the screens show

The litigation page with suits, counsel, budgets and billing guidelines, on demo data
Litigation on demo data: each suit with counsel, the next deadline, budget used, demand and exposure, plus the defense panel's rates and the billing guideline.
What the agents found, a card per agent with model, confidence, findings and sources, on demo data
What the agents found, on a general liability claim (demo data). Each card shows the model that reasoned (Claude Haiku 5.5), its confidence, findings with a chip per source, open questions, tokens and cost, and “Run this agent again”. Every agent's card has the same shape.
The approvals queue with requests above authority, on demo data
The approvals queue for a claims supervisor (demo data): each request with the amount above the requester's authority, why it was asked, the reserve history and a decision note.

What the agents said, and what each answer rests on

AgentWhat it preparedWhat it citesWho decides
LitigationMediate early; answer due in 21 days; budget running ahead in discoveryThe suit, the plan's phase budget, ledger spend, the guidelineSpecialist, then manager
ReservingExpense reserve below what the approved plan impliesPlan total, paid to date, reserve historyWithin authority
Medical reviewSpecials reasonable for a wrist fracture; one unrelated billInjury and body part, bill lines, the injury worksheetA person, always
CorrespondenceStatus update due to the insuredThe 30-day status clockSpecialist sends
SupervisorBrief for the budget approvalAuthority gap, plan, precedent on the lineClaims manager

Edge cases, and how authority stops them

What happensWhat InsightCW does
A firm bills above its panel rateThe rate rule cuts each line to the guideline rate and says so per line.
The guideline allows block billing for this firmThe block-billing rule checks the guideline's allowance and stays quiet.
Incurred crosses the GL large-loss thresholdThe large-loss rule issues the management report and the reinsurers' notice once (see large loss).
A time-limited demand at or over the limitThe injury service treats it as a policy-limits exposure: an urgent diary before the deadline and the supervisor told.
The model recommends settling for a numberAny figure must be one of the facts; settlement authority applies to the offer itself, not just the payment.

A reviewed bill, line by line

The first invoice, as the specialist sees it after review. Rates and hours are illustrative; the reasons are the rules' own messages.

Line illustrativeBilledAllowedRule and reason
Partner, review complaint, 2.0h900800BILL_RATE_OVER: billed at 450 an hour; the guideline allows 400
Associate, research, draft answer, call client, 6.0h1,5001,200BILL_BLOCK: several tasks in one entry; cut 20%
Paralegal, organise file, 1.5h2250BILL_CLERICAL: clerical work is overhead
Associate, draft discovery, 3.0h, no task code7500BILL_NO_TASK_CODE: a fee line must carry a UTBMS task code
Associate, draft discovery, L310, 3.0h750750—

Nothing here needs a model. Bill review is the clearest case in claims for rules over AI: the guideline is a document the firm agreed to, and every cut must be explainable to the firm in the guideline's own terms.

Ask the copilot

Ask the copilotLookups it callsWhat the answer covers
“How is defense spend tracking against budget?”litigation_recoveries_siu, reserves_and_paymentsSpend to date by phase against the approved budget, and the share the guideline cut.
“What are the next deadlines?”litigation_recoveries_siu, diary_and_clocksAnswer, mediation and trial dates with their diaries.
“What's our exposure?”reserves_and_payments, decision_record, similar_closed_claimsThe reserve, the evaluation range if one exists, and how similar suits closed.

Tuning it for your book

  • The guidelines. Load each panel firm's billing guideline: rates by timekeeper class, whether block billing is allowed, the daily-hours maximum, disallowed task and expense codes.
  • The cuts. Block billing is cut 20% and over-maximum days 10% by default; these are parameters on the rules.
  • The litigation agent's level. Its review is capped at L2; start it there so the strategy arrives as a decision.

On the desk

The suit, the plan, the budget and every bill sit on one claim. Review is done before you look; you approve the reviewed amount.

For claims IT

LEDES 1998B is parsed into lines and reviewed on bill_review rules; an approved bill becomes an expense payment request, so payment controls and authority apply.

For claims leadership

Defense spend is controllable. Watch spend against budget, reductions by reason and litigated cycle time.

Variations on this claim

A policy-limits demand arrives

A time-limited demand at or over the limit that the evaluation can reach is treated as a policy-limits exposure: an urgent diary before the deadline and the supervisor told. Missing that deadline is the single most expensive mistake in liability claims, and it is a date, so it is a diary.

The suit names a contractor too

If another party shares the liability, the recovery rules can raise a contribution or subrogation opportunity alongside the defense. Defending and recovering are separate pieces of work on the same file, each with its own owner if the desk wants.

The firm changes mid-case

A new firm gets its own plan and budget; spend to date stays with the phases it was billed against. The litigation agent reads both, so the strategy recommendation is not reset by the change.

Rolling it out on your desk

  1. Guidelines and panel: load each firm with its rates by timekeeper class, states served and billing guideline. Bill review only cuts what a guideline says.
  2. LEDES first: ask panel firms for LEDES 1998B. A PDF invoice can still be reviewed by a person, but the line-by-line rules need lines.
  3. Plan before spend: require a plan with a phase budget within the first weeks; the reserve the plan implies is the expense reserve's basis.
  4. Measure: spend against budget, reductions by reason, days to counsel assignment, and deadlines missed.

Questions we get asked

Does a model review the legal bills?

No. Bill review is rules against the firm's guideline, line by line, each cut with the guideline's reason. The litigation agent reads the result to compare spend with the budget.

What if a firm cannot send LEDES?

A person can still review and approve the invoice; the line-by-line rules need LEDES lines to work on.

Does an approved bill skip payment controls?

No. It becomes an expense payment request on the claim, so sanctions, duplicate and 1099 controls and the authority matrix apply.

Which model do the agents use, and what if it is unavailable?

By default the agent steps use Claude Haiku 5.5 through the platform's model client (on Bedrock where a region is configured), with a daily budget per agent; over budget, the fast model answers. If no model is configured, or a call fails, or the answer does not parse, the agents' rule-based findings stand and the step says the model did not run. Nothing in the claim waits on a model.

What the person still decides

  • Counsel and strategy. The agent recommends; the specialist and manager decide.
  • Each bill's approval, after the rules have done the line-by-line work.
  • Every offer, inside settlement authority, before it is said out loud.

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