A warehouse picker lifts a carton wrong and feels something go in the lower back. Workers' comp claims like this one are where most of a comp desk's money goes: not the catastrophic injuries, but the ordinary ones that run longer than they should, with treatment that drifts away from the injury and bills that nobody reads line by line.

This post follows one such claim through InsightCW — the team assignment, the indemnity facts, the medical review agent's findings, the reasonable-value range and the referral that fires when time off work passes ninety days. The worker, the employer and the amounts are illustrative, and so are the workers' comp schedules: InsightCW says so wherever it shows them, and they must be checked against the state's current schedule.

Use case card
ActorsWorkers' comp adjuster (owner), nurse or medical reviewer, supervisor, the injured worker, the employer, treating providers
TriggerAn employer's first report of injury for a lifting injury, filed two days after the incident
LineWorkers' compensation: medical and indemnity features
Agents involvedIntake, coverage, reserving, medical review, correspondence, supervisor
Decisions and authorityCompensability (adjuster), reserves and payments inside the authority matrix, sending bills to medical review (a person — capped at L2), the long-TTD referral (supervisor)
Systems touchedInsightUW (policy at the loss date), InsightCede (reserve movements), InsightPulse (portfolio)
OutcomeTreatment that matches the injury is paid promptly; bills that do not are reviewed before payment; the reserve tracks the file instead of chasing it
What is measuredDays to first indemnity payment, medical paid per claim against the line's history, share of bills reviewed before payment, TTD duration, reserve changes per claim

Where comp claims go wrong

Workers' comp is unusual among lines because the carrier pays medical bills directly and for as long as treatment is reasonable and related. That second condition — related — is where cost builds. An injury to the lumbar spine does not explain a shoulder MRI. Twelve weeks of passive therapy with no change in function does not explain twelve more. A provider billing the same procedure code twice on one date of service is either an error or a pattern.

flowchart LR A["First report
of injury"] --> B["Assigned to
whoever is free"] B --> C["Bills paid as
they arrive"] C --> D["Reserve raised
when the file is noisy"] D --> E["Off work 90+ days
noticed at review"] E --> F["Bill review
after the money left"] style F fill:#fdecec,stroke:#e57373 style D fill:#fff4e2,stroke:#f4a03a

None of these steps is negligent on its own. The problem is order: money moves first and the question “does this bill match this injury?” is asked afterwards, if at all. InsightCW changes the order.

flowchart TB A["First report"] --> B["Assignment rule:
Workers Comp team"] B --> C["Indemnity facts:
AWW, TTD start"] C --> D["Bills arrive
as documents"] D --> E["Medical review agent:
treatment vs injury,
billing anomalies,
value range"] E --> F{"Person sends bills
to review or pays"} F --> G["Reserve follows
the evidence"] G --> H["90 days off work:
referral to supervisor"] style E fill:#efeafe,stroke:#7c6cf0 style F fill:#e8f8f4,stroke:#22c1a4,stroke-width:2px

Who talks to whom

sequenceDiagram participant Emp as Employer participant CW as InsightCW participant Ag as Claims agents participant Adj as Comp adjuster participant Sup as Supervisor participant UW as InsightUW Emp->>CW: First report of injury CW->>UW: Policy as of the injury date UW-->>CW: Term, states, limits CW->>CW: Assignment rule ASSIGN_WC: Workers Comp team CW->>Ag: Autorun on conversion Ag-->>Adj: Intake, compensability facts, reserve basis Adj->>CW: Record AWW, TTD start, body part Emp->>CW: Provider bills arrive as documents CW->>Ag: Autorun on document Ag-->>Adj: Medical review: anomalies, value range (prepared) Adj->>CW: Send flagged bills to review CW->>Sup: WC_LONG_TTD referral at 90 days off work Sup->>CW: Decide: IME, return-to-work plan, reserve

Step by step

The lifting injury, from first report to the 90-day review Day numbers are from the date of injury. Amounts and schedules are illustrative.
1
First report converted to a claimFNOLDay 2

The policy at the injury date comes from InsightUW. The assignment rule ASSIGN_WC routes every workers' comp claim to the Workers Comp team; the severity rule SEV_INJURY_LIT marks it high because there is an injury. The acknowledgement and first-contact clocks start.

2
Intake checkintake_agentDay 2

Notice complete except the wage statement. It prepares the information request to the employer from the governed template, listing exactly what is missing.

3
Indemnity facts recordedComp adjusterDay 3

The line panel for workers' comp asks for its own facts: injury and body part, average weekly wage, TTD start date, weeks paid, the MMI date when it comes, and the PPD rating. They are stored on the claim and flattened into fields every rule and agent can read.

4
Reserve with a basisreserving_agentDay 3

Indemnity and medical reserved separately by component. With no settlement evaluation yet, it reads closed comp claims of the same injury type on the line; with fewer than three it says so and leaves the figure to the adjuster.

5
Three provider bills arriveDocumentsDay 19

Each document arriving re-runs the agents, debounced to once a minute per claim so a batch of uploads starts one run, not three.

6
Medical review preparedmedical_review_agentDay 19

It checks treatment against the recorded injury and body part, finds billing anomalies (a shoulder MRI on a lumbar claim; one procedure billed twice on the same date of service), and explains the reasonable-value range from the injury worksheet. It prepares “send these two bills to medical review”. It cannot send them itself: the action is capped at L2.

7
Two bills to review, one paidComp adjusterDay 20

The adjuster accepts the prepared review for the two flagged bills and pays the third. The payment runs the payment controls first. The decision record keeps the review and the reason.

8
Reserve challengedreserving_agentDay 48

A second indemnity increase in two months. Three increases inside 180 days is stair-stepping by the worksheet's rule, and the agent says how close this file is to it — and what an adequate reserve would rest on instead of another step.

9
Off work 90 days: referralRulesDay 91

WC_LONG_TTD fires: the worker has been on temporary total disability for 90 days or more. It refers the file to the supervisor, which the supervisor agent prepares with the reserve history, the medical paid against the line's history and the open questions.

10
Supervisor decides the planSupervisorDay 92

An independent medical exam, a return-to-work conversation with the employer and a reserve decision. The IME is tracked on the injury record; the diary carries the dates.

The reasonable-value range is a formula, not a model

Bodily-injury value is where AI in claims is most often oversold. InsightCW does not ask a model what an injury is worth. The injury worksheet is a transparent formula that anyone on the desk can re-run by hand:

# the injury worksheet's value range (cw_injury_service.value_range)
low  = (specials + medical x multiplier_low ) x liability_share x venue_factor
high = (specials + medical x multiplier_high) x liability_share x venue_factor
# defaults: multipliers 1.5 and 3, liability 100%, venue 1 — each one editable, each capped at the policy limit

The same helper serves the evaluation screen and the medical review agent, so the two can never disagree.

The medical review agent explains the range: which specials it counted, which it left out as unrelated, and why. The model writes the explanation; the formula writes the numbers. A model sentence carrying a figure the worksheet did not produce is thrown away.

Workers' comp schedules are illustrative

Fee schedules, waiting periods and benefit rates differ by state and change. The schedules InsightCW ships are illustrative and say so wherever they appear. A carrier replaces them with the states it writes before any of them drives a payment.

What the screens show

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 reserve zone with current, suggested and ultimate, the authority line and the worksheet, on demo data
The reserve zone on a general liability claim (demo data): $69,500 outstanding against a suggested $142,500 and an ultimate of $193,500, $44,500 above the owner's authority, every move with its reason, the feature by component and the worksheet's checks.
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
IntakeWage statement missing; request to the employer draftedNotice fields, documents on fileAdjuster sends
ReservingIndemnity and medical by component; stair-stepping warning on the second increaseClosed comp claims of the injury type, reserve history, the worksheet rule (3 increases in 180 days)Adjuster, within authority
Medical reviewTwo bills to review: treatment unrelated to the body part, a duplicate procedure lineThe recorded injury and body part, the bill lines, the injury worksheetA person, always
CorrespondenceStatus update due to the worker on the 30-day clockThe status-update clockAdjuster sends
SupervisorBrief for the 90-day referral: IME recommended, reserve history, medical paid to dateTTD weeks, reserve history, approvals, the referral ruleSupervisor

Edge cases, and how authority stops them

What happensWhat InsightCW does
No body part recordedThe medical review agent cannot say a bill is unrelated to an injury it does not know, so it says what is missing and prepares nothing.
The provider is on a watch listThe provider-flag indicator raises the fraud score, and the fraud agent explains it beside the medical review — two findings, two sources, one file.
A manager sets medical review to L4No effect. Sending bills to medical review is capped at L2.
A bill is paid and later flaggedThe flag still appears, with the payment named; a void goes through the ledger and tells InsightCede (claim.payment_voided).
The worker returns to work at day 60TTD stops accruing; the 90-day referral never fires; the reserving agent's next run reads the new facts.

The decision record for this claim

On day 91, the Analyze run that followed the long-TTD referral read as follows. Notice how much of it is not about the referral: the record shows the whole state of the file at that moment, so the supervisor decides with everything in view.

SectionHitOutcome
CoverageWorkers' compensation covered on the policy at the injury datepass
LineWorkers' comp checks; wage statement on file; schedules marked illustrativepass
SeverityHigh: an injury (SEV_INJURY_LIT)warn
LineWC_LONG_TTD: off work 90 days or morerefer
FraudScore 0; provider not on a watch listpass
AuthorityIndemnity reserve inside the adjuster's authority; no approval waitingpass
ClocksStatus update to the worker due in 4 dayswarn
AgentMedical review: two bills prepared for review (source: agent)warn
AgentReserving: second indemnity increase in 60 days; one more is stair-steppingwarn

The verdict is refer, because the line rule refers and refer outranks warn. The supervisor agent's brief is built from the same run, so the brief and the record cannot disagree.

Ask the copilot

Ask the copilotLookups it callsWhat the answer covers
“How much medical have we paid, and on what?”reserves_and_payments, documentsMedical paid by payee and bill, with the documents each payment rests on.
“Which bills are under review and why?”decision_record, documentsThe medical review agent's findings, each anomaly with its bill line.
“What does the reserve history look like?”reserves_and_paymentsEvery change with its reason and date; whether the stair-stepping rule is close.
“What's overdue on this claim?”diary_and_clocksOverdue diary items with days late and each clock's hours left or late.

Tuning it for your book

  • Replace the schedules. The workers' comp schedules InsightCW ships are illustrative. Load the states you write before any of them drives a payment.
  • The long-TTD threshold. WC_LONG_TTD refers at 90 days off work. Some desks refer at 60 for certain injury types; express that as a condition on the rule.
  • The value-range defaults. The injury worksheet's multipliers (1.5 and 3), liability share and venue factor are defaults per evaluation, editable on the worksheet. Agree the defaults with your bodily-injury leads; the agent explains whatever the worksheet holds.
  • Assignment. ASSIGN_WC routes every comp claim to the Workers Comp team. Split it by state or injury type if your teams are organised that way.

On the desk

Bills that do not match the injury are flagged before you pay them, with the line and the reason. You decide what goes to review; the value range is a formula you can re-run.

For claims IT

The line panel's facts are stored as JSON on the claim and flattened into rule fields; the value range is cw_injury_service.value_range, shared by the screen and the agent.

For claims leadership

Comp cost is driven by duration and medical drift. Watch medical paid per claim against the line's own history, bills reviewed before payment, and reserve changes per claim.

Variations on this claim

A fatality

SEV_FATALITY makes the claim critical at once, assignment routes it to senior adjusters, and the reserve almost certainly exceeds the adjuster's authority on day one — so the supervisor agent prepares the approval with the authority gap and precedent. The medical review agent has little to say; the correspondence agent's letters matter more, and a person writes them.

The worker reaches maximum medical improvement

Recording the MMI date and a PPD rating changes what the reserving agent reads: indemnity moves from temporary to permanent partial, and the reserve's basis changes with it. The schedule that turns a rating into weeks is state-specific and, as shipped, illustrative.

Medicare entitlement

When the injured person may be a Medicare beneficiary, the injury record tracks the Section 111 obligations — the beneficiary query and the TPOC or ORM report. In this build those go through a stand-in transport: InsightCW prepares them and nothing leaves until a carrier connects its reporting agent.

A time-limited demand

On a liability claim with a bodily injury, a time-limited demand at or over the limit that the evaluation can reach is a policy-limits exposure: an urgent diary before the deadline and the supervisor told. Comp rarely produces these; general liability and auto produce them often.

Rolling it out on your desk

  1. Before go-live: replace the illustrative schedules with the states you write, and agree the injury worksheet's default multipliers with your bodily-injury leads.
  2. Week 1: require the injury and body part on every comp claim. The medical review agent cannot judge relatedness without them, and it will say so rather than guess.
  3. Weeks 2–6: medical review at L2, so flagged bills arrive as decisions. Compare what the agent flagged with what your nurse reviewers would have flagged; the Change and Reject answers are the evidence.
  4. Month 3: look at medical paid per claim and bills reviewed before payment against the months before. Both come from InsightCW's ledger.

What the person still decides

  • Compensability. Whether the injury arose out of and in the course of employment is a legal judgement.
  • Which bills go to review. The agent prepares the list; the adjuster or nurse sends it.
  • The treatment plan conversation. An IME, a second opinion, a return-to-work offer — these are relationships, not rules.
  • The reserve. The agent recommends with a basis; the person posts it, inside their authority.

What to measure

Medical paid per claim against the line's own history; the share of bills reviewed before payment rather than after; days to first indemnity payment; TTD duration; and reserve changes per claim, which falls when the first reserve rests on evidence. All are read from InsightCW's ledger and clocks; see measuring it.

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