Long-horizon agentic AI for the operational long tail.
The Layerup operations agent handles the work outside core claims and underwriting — enrollment and eligibility, carrier changes, policyholder data updates, beneficiary and plan changes, coordination of benefits, terminations, and reconciliation — not one-shot passes, but continuous runs lasting hours or days that write everything back inside your existing systems.
One-shot agents answer. Long-horizon agents finish.
Most AI agents are one-shot: one prompt, one response, no memory, no obligation to finish. Layerup agents are long-horizon — each owns a workflow end to end and stays on it, uninterrupted, for hours or days until the work is done.
One prompt in, one output out. The run is over in seconds — whatever state the work is in.
One workflow worked continuously, for hours or days, until it is actually finished.
Stateless per call. Everything learned about the case is forgotten between steps.
Persistent working memory of the whole case — every document, finding, and decision carried forward.
Guesses or stalls when an input is incomplete. Someone has to notice and re-prompt.
Requests the missing document, follows up, waits for it to land, and resumes exactly where it left off.
Returns a response. Acting on it — updating the core system, moving the queue — is still human work.
Reads from and writes back to your systems of record throughout the run, every action logged for audit.
A label, a draft, a score — an input to someone else's work.
Finished, decision-ready work with rationale and citations attached, staged for human approval.
A one-shot agent can fill one form field or draft one letter. It can't run an enrollment end to end — validate eligibility, request the missing documentation and wait for it to arrive, update every downstream system, and confirm the change reconciled everywhere it should. The long-horizon operations agent executes each request through to write-back, however long it takes.
Intake to write-back — executed, not just routed.
Every stage below is the same agent's continuous run, from intake to system write-back. Operations teams approve, supervise exceptions, and own outcomes.
- 01Inbound intake
- 02Identity & record match
- 03Request classification
- 04Data & document extraction
- 05Action prep & validation
- 06Confirmation & write-back
Eight capabilities. A single continuous run.
Enrollment, carrier changes, data updates, beneficiary changes, plan changes, COB, terminations, reconciliation — whatever the request, the same operations agent runs it end to end in one continuous pass.
New enrollments processed end to end.
The operations agent intakes enrollment requests from every channel, verifies eligibility against plan and group rules, resolves missing information, and stages the enrollment for write-back into the admin system.
- 01Enrollment form and file intake
- 02Eligibility and group rule verification
- 03Missing-information follow-up
- 04Duplicate and conflict detection
- 05Enrollment write-back and confirmation
Carrier changes, switches, and replacements — clean and auditable.
The agent processes carrier changes and replacement requests, reconciles prior and incoming coverage, prepares the required notices and forms, and stages the cutover so nothing falls through the gap.
- 01Carrier change request intake
- 02Prior vs. incoming coverage reconciliation
- 03Replacement form and notice preparation
- 04Effective-date and gap checks
- 05Cutover staging and write-back
Demographic and record updates handled at scale.
Address changes, name changes, contact updates, employment and group reassignments — the agent intakes the request, validates against source records, and applies the change across systems.
- 01Change request intake and classification
- 02Source-of-truth validation
- 03Cross-system record updates
- 04Audit trail per change
- 05Confirmation and notification drafting
Beneficiary and dependent changes, prepared and verified.
The agent processes beneficiary designations, dependent adds and removes, and qualifying-life-event changes — checking documentation requirements and staging the update for approval.
- 01Beneficiary and dependent request intake
- 02Qualifying-life-event validation
- 03Supporting document checks
- 04Allocation and percentage verification
- 05Update preparation and write-back
Plan switches and coverage adjustments.
The agent handles plan changes, tier and coverage adjustments, and option elections — calculating premium and benefit deltas and preparing the change packet for the admin system.
- 01Plan and tier change intake
- 02Premium and benefit delta calculation
- 03Election and option validation
- 04Effective-date handling
- 05Change packet preparation
COB intake, reconciliation, and updates.
The agent intakes other-coverage information, determines order of benefits, reconciles overlaps, and updates COB records so downstream claims and billing run on accurate coverage.
- 01Other-coverage intake
- 02Order-of-benefits determination
- 03Overlap and duplication checks
- 04COB record updates
- 05Downstream notification
Disenrollment, terminations, and reinstatements.
The agent processes voluntary and involuntary terminations, prepares the required notices, calculates any return amounts, and runs reinstatement workflows when eligibility conditions are met.
- 01Termination and disenrollment intake
- 02Notice preparation per jurisdiction
- 03Return-amount calculation support
- 04Reinstatement eligibility checks
- 05Document delivery and write-back
Every operation reconciled and documented in your systems.
The agent reconciles enrollment and premium discrepancies, writes resulting documents and status updates back into your admin and document systems, and keeps a per-action audit trail.
- 01Enrollment and premium reconciliation
- 02Document write-back
- 03Activity and note logging
- 04Audit trail per action
- 05Bi-directional sync with admin / DMS
Move operations work from doing to approving.
Deploy the operations agent on one request type — enrollment, carrier changes, or data updates. Prove the cycle time and cost-per-request improvement, then expand.