Claimwell · Agents on the core

Lifecycle Agents

One stage at a time, in a fixed order, with your examiner signing.

Each lifecycle agent does the work of one stage and hands your examiner a package: the recommendation, the rationale, the cited evidence, the draft letter. Sign it or send it back. The agents arrive in a fixed order so each one builds on a file the previous one assembled, and the control plane arrives with the first.

Rung 03 · first agent

Intake

The slowest part of the cycle is waiting. The Intake agent verifies identity and eligibility against the HRIS census, confirms last day worked and job demands with the employer by email, requests the physician statement from the provider, follows up by the cadence you set, assigns the segment, and starts the regulatory clock. No money, no determinations.

Requires

Mail Room and Claim File Intelligence. Adds the HRIS adapter, the plan repository, and the clock service.

Hands to a human when

Identity or eligibility mismatch, claimant unresponsive after the maximum follow-ups, ambiguous document returns.

Exit criteria

Eligibility determined with evidence, diagnosis and restrictions captured, last day worked confirmed, job class known, authorization on file, segment assigned.

What the examiner gets

A file summary citing the evidence behind each exit criterion, and an action plan with every open request.

Intake · CW-204118 · action planday 4
Objectivefile complete for decision Eligibilityverified · HRIS feed Mar 3 Last day workedMar 1 · employer confirmed Job classlight · employer statement p.1 Physician statementreceived day 4 · fax Authorizationon file · claim form p.3 Segmentmoderate · rule: default Clockdecision due Apr 14 Open requestsnone
Exit criteria met. Handing off.0 human touches
Rung 04 · engine and clock arrive here

Ongoing Management

Where the leakage is. On an approved claim the agent pays on schedule, requests recertification by segment, evaluates every evidence delta, handles extension requests against the guideline, reaches out before the expected return-to-work date, asks the employer about modified duty, suspends on a missed recertification, and flags long-term disability candidates early.

Requires

Intake. Adds the benefit engine and the clock service as included add-ons, and the payment and correspondence adapters.

Hands to a human when

Extension beyond the guideline maximum (nurse, then examiner), any termination recommendation, overpayment, payee change, a call is warranted.

Auto by default, tunable

Extensions within the guideline, closure on confirmed return to work, suspension for missed recertification. Your strategy owner can move any of these to a person.

What the nurse gets

A referral packet with the clinical summary, duration against guideline, and one specific question.

Benefit explanation · CW-204118deterministic
Weekly earnings$1,730.77 annual $90,000 / 52 · plan §3.2
Elimination period7 days sickness plan §4.1
Gross weekly benefit60% × $1,730.77 = $1,038.46 under max · §4.3
Statutory offsetCA SDI $612.00 rules eff. 2026-01-01
Net weekly benefit$426.46
Extension request14 days · within guideline max auto-approved per strategy
Recertificationdue Apr 7 · received Apr 5
Return to workemployer modified-duty inquiry sent Apr 9
Rung 05 · approvals and denial packages

Decisioning

By now your examiners have been signing agent recommendations for months. The Decisioning agent evaluates own-occupation disability against restrictions and job demands, checks exclusions, estimates duration against the guideline, and produces one of three things: an approval with a benefit period, a pend with a named request and the extension notice, or a denial recommendation with the full adverse-determination content. Approvals within the guideline can go straight through for whitelisted simple claims. Denials always wait for a signature.

Requires

Intake and Ongoing Management. Adds the straight-through gate and the strategy whitelist.

Hands to a human when

Every denial, every approval beyond the guideline optimal, every clinical referral trigger. Straight-through only when segment and diagnosis are whitelisted and eligibility was verified deterministically.

The denial package

Specific reason and plan provision, discussion of any disagreement with the treating provider, internal rules relied on, right to records, appeal rights and the window, draft letter.

What the strategy owner gets

The dial: the whitelist, the duration tolerance, the referral triggers. Publish, replay last quarter, compare.

Examiner queue · activity H1 locked by rule C1
Denial recommendation · CW-203877
Pre-existing condition exclusion · voluntary plan · complex segment
Treatment for the claimed condition appears in the 3-month lookback window visit note p.2 and the plan excludes it for 12 months after coverage effective certificate §5.1. Treating provider's statement does not dispute the onset date APS p.1. Recommend adverse determination with full ERISA content and 180-day appeal rights.
Plan provision and specific reason stated
Internal rules relied on disclosed
Right to records and appeal window included
Regulatory clock: 11 days remaining
Sign determinationSend back with note
Rung 06 · completing the lifecycle

Transition and Appeals

Usually added with Decisioning, or as the last step to the full platform.

Transition agent

Assesses long-term disability candidacy at the strategy's midpoint, recommends the transition to an examiner, tells the claimant, gathers the LTD claim form and a fresh physician statement, assembles the package, submits it, and lines up the last short-term payment against the LTD elimination period. No gap, no surprise.

Appeals agent

Acknowledges the appeal, collects new evidence, obtains any new clinical review, shares new evidence and rationale with the claimant before the decision as the regulation requires, and drafts an analysis that presents both sides for a reviewer who was not the original decision maker. The reviewer decides. Always.

What no agent ever does

These are enforced in code at the workflow and at the write to your system of record. No configuration can relax them. The model cannot see them as something it could change.

  • Deny, terminate, reduce, or rescindAdverse determinations require a recorded decision by an examiner. The agent builds the package and waits.
  • Decide an appeal, change a payee, pay outside an approved periodEach needs a human signal the workflow waits for and the adapter checks again.
  • Send a letter stating a decision that isn't on record, or compute a deadlineCorrespondence checks the decision reference. Clocks come from the clock service only.
  • Up to that signature, the agent's work is ours to stand behindIndexing, chasing, extraction, calculation, clocks, and the recommendation package are Claimwell's responsibility. The determination is yours.
Accountability

Four rules we warrant, with money behind them

Each of these is checked in code at the workflow and again at the write to your system of record, and every check is logged, pass or block. A breach is a fact in the audit store, not an argument. That is what makes them possible to warrant.

RuleEnforcedIf it is ever breached
C1No adverse determination without an examiner's signature. No denial, termination, reduction, or rescission leaves Claimwell without a recorded human decision.Re-adjudication of the affected claim at Claimwell's cost, plus a fixed penalty per occurrence.
C5No payment outside an approved benefit period. The payment activity validates the period; the adapter refuses anything else.Any overpayment the agent caused is reimbursed by Claimwell, including recovery costs you choose not to pursue.
C8No regulatory clock missed on a claim the agents own. Decision deadlines, extensions, tolling, and appeal windows come from the clock service and are enforced by the runtime.Claimwell funds the remediation: notices, re-work, and any penalty attributable to the miss.
C4No letter stating a decision before that decision is on record. Correspondence with a decision template requires an existing decision reference.Claimwell pays for the correction and the re-issue, and for the claimant outreach to put it right.

What these are

Contractual warranties on the process Claimwell owns. Claimwell carries technology errors and omissions coverage with the customer named as an additional insured, at limits set in the agreement. The warranties sit alongside the service levels, not inside them. Terms, caps, and penalty amounts are in the agreement. Behind them: every release is replayed against the full scenario library before it reaches your claims, and you see the results.

What we deliberately don't warrant

Extraction accuracy, match accuracy, and recommendation quality. Those are measured by audit sample, not proven per claim, so they live in the service levels with credits. Warranting a probability turns every disagreement into a dispute about the sample.

The control plane arrives with the first agent

Three tiers. Sixteen named handoff points.

Constraints are enforced in two places that never consult a model. Strategy is a versioned document your claims leadership owns. Judgment is what's left. Each tier can only narrow the one below it.

Tier 1 · Constraints
Code-enforced. Not overridable.

Adverse determinations, appeals, payee changes, payment windows, decision letters, clocks, citations on every write, step budgets.

Tier 2 · Strategy
Declarative. Versioned. Yours.

Segmentation, straight-through whitelist, cadences, clinical triggers, duration tolerance, which tunable points are human.

Tier 3 · Agent judgment
The model, inside the room left open.

What the evidence supports, what to ask, how to summarize, what to recommend and why. Every step logged and replayable.

Human-in-the-loop points16 defined
IdPointDefault
H1Denial, termination, reductionexaminer · locked
H2Appeal decisionindependent reviewer · locked
H3Payee or banking changeexaminer · locked
H4Straight-through approvalauto when gate passes
H5Approval beyond guideline optimalexaminer
H6Extension within guideline maxauto
H7Extension beyond guideline maxnurse, then examiner
H8Clinical referralstrategy-triggered
H9Claimant phone callexaminer, agent-prepped
H10Payment exception, overpaymentexaminer
H11Unmatched or ambiguous mailexaminer
H12Identity or eligibility mismatchexaminer
H13Claimant unresponsive after max follow-upsexaminer
H14Closure on confirmed return to workauto
H15Agent step or time budget exceededexaminer · locked
H16LTD transition recommendationexaminer

Locked points cannot be moved by strategy. Every other point can be set to a persona or to automatic by your strategy owner.

What leadership measures

Three numbers, computed from the audit store

Cycle time to decision

Days from first notice to approval, pend, or recommendation, and separately to final decision. Cut by segment, cause, channel, and strategy version.

Duration against guideline

Paid duration versus optimal and maximum for the diagnosis and job class, as a ratio and a distribution.

Human touches per claim

Counted by handoff point and persona. The dial your strategy owner turns, and the number that shows what it did.

Watch an examiner sign a denial the agent prepared

The package, the letter with the regulatory content, the signature, the letter going out, the appeal clock starting. Twelve minutes.