Long-horizon agentic AI, from leave request to return to work.
The Layerup absence management agent owns each leave of absence end to end — intake and eligibility, certification chase and review, concurrent FMLA / state-leave / ADA adjudication, intermittent tracking, and return-to-work coordination — one continuous run per leave, lasting the life of the absence, with specialists approving instead of administering.
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 classify a leave request or summarize a medical certification. It can't run the leave — verify eligibility, chase the certification until it lands, adjudicate FMLA, state leave, and ADA concurrently, track every intermittent absence against the cert for months, and coordinate the return to work. The long-horizon absence management agent stays on each leave from request to return, however long that takes.
From leave request to closed file.
The absence management agent runs the full arc below — qualifying the request, adjudicating it against every applicable leave law, tracking the absence for its entire duration, and closing it in the systems of record — for carriers, TPAs, and employers running leave programs.
- 01Leave intake & eligibility
- 02Certification & medical review
- 03Adjudication & designation
- 04Intermittent leave tracking
- 05Return-to-work coordination
- 06Write-back & closure
Six stages. A single continuous run.
From intake to closure, every stage below is executed by the same absence management agent in one uninterrupted run per leave.
Every leave request captured and qualified on day one.
The absence management agent takes leave requests from every channel — portal, phone, email, HR referral — and immediately verifies eligibility: hours worked, tenure, remaining FMLA and state-leave entitlement, and concurrent STD or paid-leave coverage. The case opens complete instead of waiting in an intake queue.
- 01Multi-channel leave request capture
- 02FMLA and state-leave eligibility verification
- 03Entitlement balance calculation per leave law
- 04Concurrent STD / paid-leave coverage staging
- 05Required-notice generation with statutory deadlines
Certifications chased, read, and validated — not just filed.
The agent requests medical certifications, follows up until they land, and reads each one for sufficiency — condition, duration, frequency, and provider completeness — flagging vague or incomplete certifications for cure letters instead of letting them slide into the file unreviewed.
- 01Certification request and follow-up chase
- 02Sufficiency review of every certification
- 03Cure-letter preparation for incomplete certs
- 04Recertification and second-opinion triggers
- 05HIPAA-conscious document handling throughout
Federal, state, and company policy applied concurrently.
The agent adjudicates each leave against every applicable framework at once — FMLA, state paid family and medical leave, ADA accommodation, company policy, and disability plan terms — designates the leave, runs the concurrency and entitlement math, and drafts designation notices with the decision rationale attached.
- 01Concurrent FMLA / state-leave / ADA analysis
- 02Leave designation with documented rationale
- 03Entitlement and concurrency calculations
- 04Designation and rights notices drafted on time
- 05Denial and exhaustion staging for human review
Intermittent leave tracked against the certification, every time.
Intermittent and reduced-schedule leaves are where absence programs leak. The agent tracks every absence against the certified frequency and duration, decrements entitlement balances per applicable law, triggers recertification when patterns exceed the certification, and flags usage anomalies for review.
- 01Per-absence validation against certified limits
- 02Entitlement decrementing across leave laws
- 03Recertification triggers on pattern changes
- 04Usage anomaly and misuse-signal flags
- 05Exhaustion forecasting and early warnings
From approved leave back to productive work.
As the leave end date approaches, the agent runs the return: fitness-for-duty certification chase, restriction review, accommodation interactive-process support where ADA applies, and coordination with the employer on modified duty — keeping the file moving instead of letting leaves quietly extend.
- 01Return-to-work outreach and scheduling
- 02Fitness-for-duty certification collection
- 03Work restriction and accommodation review
- 04ADA interactive-process documentation support
- 05Stay-at-work and modified-duty coordination
Every leave closed in the systems that need to know.
Throughout the run the agent writes back to the systems of record — HRIS, payroll, the absence platform, and the disability claim system — and at closure it completes the file: final balances, notices sent, outcome recorded, and a full audit trail of every decision and the evidence behind it.
- 01HRIS, payroll, and absence platform write-back
- 02STD / LTD claim coordination and handoff
- 03Final entitlement balance reconciliation
- 04Complete notice and correspondence record
- 05Audit-ready decision trail per leave
Move absence management from administering to approving.
Deploy the absence management agent on one leave type or population. Prove the compliance and cycle-time lift, then expand across the leave program.