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LTC BENEFIT ELIGIBILITY REVIEW

Two of six activities of daily living for ninety days — or severe cognitive impairment.

LTC benefit eligibility review reads an initial claim file, and every recertification after it, against the checkable test in IRC §7702B(c): two of six activities of daily living for ninety days, or severe cognitive impairment. ADL dependency and cognitive evidence cited page by page, against the policy's own definitions of substantial and standby assistance.

Click any row → the source page it cites
Eligibility file · Case #IME-4812 cited 100%
Adams, Timothy · LTC eligibility file
342 pp / 2 productions received logged
11 duplicate pages removed free
p.140 — wrong patient quarantined
Pages 342 Visits 7 Cited 100%

The rulebook is statutory. The referee is unusually busy.

We do not build for a case type until we can name the standard that defines a correct output and the person who grades the file against it. Long-term care eligibility has both, and the standard is written as a count, a duration and a category rather than as a judgement about severity.

That is what makes the file the buildable half of the job. The benefit decision is a clinical and contractual judgement; the evidence behind it has a defined shape and an auditable trail.

The rulebook and the referee
The rulebook
  • IRC §7702B(c), the federal statutory definition of a chronically ill individual: two of six activities of daily living for 90 days, or severe cognitive impairment
  • A literal, checkable rubric — the trigger is a count, a duration and a category, not a graded impression
  • The NAIC Long-Term Care Insurance Model Act and Model Regulation #640 and #641
  • The policy's own ADL definitions: substantial assistance versus standby assistance, which vary materially by contract vintage
The referee
  • A denial goes to internal appeal, then to independent third-party review, which many states mandate
  • Then a DOI complaint, then litigation or class action
  • Multistate market conduct exams and class settlements over claim handling — an unusually active regulatory referee for this line
  • Actuarial grading through the Milliman LTCI Experience Reporting Forms
Onsite assessments run $250–600 at market rate, telephonic assessments $120–300, and record-only clinical reviews $150–400 — per claim, and again at every recertification Flat 10¢/page here, duplicates free
Eligibility file · Case #IME-4812 cited 100%
Production342 pp / 2 productions · 11 deduplicatedlogged
Wrong-patient pagep.140 quarantinedflagged
ADL evidenceAide flow sheets, handwritten shift notesdegraded
Functional thread7 visits, improving since 4/02tracked
Benefit decisionNot produced — yours to makeyou
27 documents · cited 100% · no eligibility decision made
What the file actually looks like

A hundred and fifty pages, or fifteen hundred. Then again next year.

An LTC eligibility file runs 150 to 1,500 pages, with a midpoint around 825. It arrives as more than one production: the facility or home-care agency chart, the treating physician's records, the assessment report, and whatever the family sends in directly. The productions overlap heavily and agree with each other imperfectly.

What makes those pages hard is not their number. It is faxed scans of faxed scans, handwriting on aide flow sheets and shift notes, the same plan of care appearing in three productions under three different headers, and the occasional page that belongs to another resident entirely.

1.5 to 2.5 million review events a year

Roughly 893,000 open claims at year-end 2024, growing 2 to 3 percent a year, plus about 300,000 new claims annually. Every open claim generates one to four recertifications, which is where the review population actually comes from. Source: Milliman.

$17 billion in annual incurred claims

Up more than 80 percent since 2015, across carriers, runoff blocks and the TPAs that administer them. The recertification cycle, not the initial decision, is where most of that reading sits.

What we'd build with you

Four steps, starting with one real file.

01

Send one real file

A closed initial eligibility file or a recertification, as it actually arrived: several productions, degraded faxes, the policy language alongside the clinical record. In the demo case, 342 pages across 2 productions with a wrong-patient page quarantined before the read starts.

02

We return the read

A sorted, deduplicated file with a chronology, every documented activity-of-daily-living dependency located and page-cited, the cognitive testing surfaced, and your policy's own definitions of substantial and standby assistance indexed beside the evidence. You compare it against what your reviewer on that claim actually had to work from.

03

We scope the build

Your ADL definitions by contract vintage, your packet order, your export format, and the intake rules that separate an initial eligibility file from a recertification. If the case type is not buildable to your standard, we say so at this step rather than after.

04

You run it

Your intake team loads files and your nurse case managers and eligibility staff read the file and make the benefit decision. We never certify a claimant as chronically ill, never count the trigger for you, and never approve or deny a claim or a recertification.

Audit trail · Case #IME-4812 exportable
08:12Productions received · 342 pp / 2 productionssystem
08:3111 pages deduplicated across productionssystem
08:44p.140 flagged — wrong patientsystem
08:54Eligibility file assembled · 27 documents · cited 100%system
09:20File reviewed · citations verifiedreviewer
09:26File released to the nurse case managerreviewer
Every access logged · file deleted 30 days after delivery
Why Medrecords AI

The rules the platform never breaks.

Medrecords AI EVERY LINE CITED
CASE #IME-4812 · ADAMS, T.342 pp
2/14 — ER visit, right knee p.4
4/18 — arthroscopic surgery p.61
p.140 — wrong patient quarantined
Medrecords AI
Read every page · cite every line

HIPAA, under a signed BAA

Every file is handled under our Business Associate Agreement, from the first byte.

Never trains a model

Your records are never used to train any AI model — ours or anyone else's.

Every line cited

If we can't cite it, we don't say it. Every sentence links to its source page.

Deleted after delivery

Files are deleted 30 days after delivery, with a full audit log of every access.

Powered by the platform

Four capabilities behind every eligibility file.

The LTC eligibility read is one deliverable of the same platform that reads, sorts, and cites the whole record.

Smart lists

Every diagnosis, medication and procedure in the file pulled into one sorted list, so the reviewer opens a claim already knowing what is in it.

IN ACTION · 342 pp / 2 productions → 27 documents, 11 deduplicated

Condition Progression Tracking

Whether the documented picture is getting better or worse across the recertification cycle, shown as a trend rather than a pile of separate events.

IN ACTION · 7 visits improving since 4/02, one continuous trend

Functional Restriction Tracking

Every documented limitation and assistance need extracted from the record and held in one place, cited to the aide note or evaluation that states it.

IN ACTION · extracted and cited, never counted against the trigger for you

Medical Chronology

The care timeline behind the claim builds itself across every production, synced to every source page, so the ninety-day question has a dated answer.

IN ACTION · 27 documents → one continuous, cited timeline
FAQ

LTC benefit eligibility review, answered.

A sorted, deduplicated file with a chronology, the activities-of-daily-living evidence located and page-cited, the cognitive testing and clinical notes surfaced, and the policy's own definitions of substantial and standby assistance indexed alongside them. It does not return an eligibility decision. The benefit determination stays with your nurse case managers and claim eligibility staff.

We locate and cite every page in the file that documents assistance with an activity of daily living: aide flow sheets, handwritten shift notes, therapy evaluations, physician records. Because policies define substantial assistance and standby assistance differently by contract vintage, we index the evidence against the definitions in the contract you send us rather than against a generic rubric. Counting the ADLs against the trigger stays your reviewer's call.

No. The certification that a claimant is chronically ill is a clinical judgement, made and signed by the licensed practitioner who examines them. We organise and cite the evidence a reviewer reads before that judgement is made. We never sign a certification, never decide eligibility, and never approve or deny a claim.

Recertification is where most of the review volume sits. Milliman puts roughly 893,000 open claims at year-end 2024, growing 2 to 3 percent a year, with about 300,000 new claims annually and every open claim generating one to four recertifications. That is somewhere between 1.5 and 2.5 million review events a year. Every file reads the same way here, at a flat 10¢ a page with duplicates free.

No. Adjudication is a decision, and we do not make decisions. We do not retrieve records from providers or facilities either: you bring the file you already have, and the read starts in minutes from upload. What comes off your desk is the reading, the sorting, the deduplication, the chronology and the page citations behind every line. Your team adjudicates.

Send one file. We'll tell you what we can read.

No obligation. If the case type is buildable we'll scope it; if it isn't, we'll say so.