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Medical record review for hospital risk management

Know the record before outside counsel does.

Medical record review for hospital and health system risk management teams — early case assessment on an adverse event, with the chart organized and cited before a claim is even filed. Built for risk management and patient safety teams, hospital-employed or captive and RRG-backed, doing early case assessment after an adverse event.

By Ahmed Jemaa, Co-Founder & CEO of Medrecords AI · Published 29 Aug 2026 · Updated 14 Sep 2026

Adverse event chart · organizing review-ready
2,100 pp → 6 providers, sorted & deduplicated
Standard-of-care timeline — cited to entry, 40+ events
Documentation gap, shift change — flagged for review
Built for the case, before it's a claim.
The status quo
529,804 malpractice payments logged nationally since 2000, $136.4B total
the chart is longest exactly when the stakes are highest
early case assessment happens on a deadline, not on your schedule

Open an event file that's already organized.

Everything early case assessment needs — structured, surfaced, and sourced. Medrecords organizes the chart, builds the care timeline, and drafts the history with citations, so your time goes to the assessment and the exposure call.

Event report · from your templateYour template
p.31 p.212 p.640

Custom reports: your letterhead, your voice

Report templates draft the history and the care review with inline citations. You add the findings and the assessment. Export clean, in your format, every time.

Chronology · by date
2019Prior injury · lumbar strain, pre-DOI
Feb 11Date of injury — ER visit
May 22MRI — Lumbar imaging placed inline
Jun 01Gap in care · 47 days
Jul 17Orthopedic consultation

Automated chronology: the history in order

Care events, providers, imaging, and gaps — every entry dated, sourced, and in sequence. The whole chart scannable before outside counsel asks for it.

Duplicate sets · 4Match similarity
Ambulance Call ReportmultipleReview
Consultation Report84%Review
Progress Note87%Review
Remove all duplicates

Dedup & indexing: shrink the chart first

Event charts arrive bloated with duplicates and misfiled pages. Medrecords removes the redundancy and indexes what remains — so you read each page once.

Cross-checked · multi-modelCase #M-2210
Patient nameJane Doe✓
Date of injury2024-02-11✓
DiagnosisLumbar disc herniation✓
Prior injury2019 lumbar strain✓
Treatment to datePT ×12 · ESI ×2✓

Built to be verified — not just believed

Multiple models cross-check every extraction. Each field carries its citation and a confidence score, and low-confidence pulls are flagged, so your verification is a click, not a re-read.

Adapts to each event

Built for expert-level decisions.

Contradictions, diagnostic inconsistencies, prior injuries: surfaced with citations, scored for confidence, and left for you to weigh. The judgment stays yours.

See the full IME workflow, capability by capability →
Intake · Case 2025-0412 reading — p. 1,462 / 1,847
PDF ED_records · 214 pp DOC ortho_chart · 1,128 pp JPG nurse_note · flagged
Multi-model read · dedupe · claimant split · index
1,847 pp in 612 unique 14 flagged One DICOM study
Organized recordby provider · date
01Jul 17Medical Records
02Jul 17Imaging Reports
03Aug 06Physician Notes
612 pp indexed · every row citedopen the case →

Surface the clinical details that change opinions

Contradictions across providers, diagnostic inconsistencies, and key clinical events — highlighted on the timeline and cited to the page, so you analyze instead of search.

We help you make the call. The last word is yours.

AI does the reading, every line stays reviewable and traceable, and verification is 1 click to the source. The findings and the opinion remain yours. As they should.

Who this is for

You're the expert. Reading shouldn't be the job.

Risk management and patient safety teams — hospital-employed or captive/RRG-backed — doing early case assessment after an adverse event.

Contradictions and diagnostic inconsistencies highlighted with sources
Records oriented by provider, facility, and date at a glance
More files per week, with the same clinical rigor
Records review · file 3 of 9 today panel-ready
Dx: cervical radiculopathy — progress notep.212
EMG negative — 6 weeks laterconflict · p.388
Prior claim, same body part — 2021p.63
ROM measurements — all visits, comparedtable
Contradictions found for you — conclusions stay yours
The objection

“Is our review data protected the same way as a claims file?”

Yes — the same BAA, access logging, and audit trail apply whether the file is a live claim or an internal ECA review.

Built for the defensible early case assessment.

Who we serve

One platform. Built for everyone who works the file.

The same defensible, cited record, shaped to how each team reads it: the case, the claim, or the exam.

Roles
Plaintiff AttorneysProve the injury, dollar by dollar Defense CounselSurface the case-deciding fact Legal Nurse ConsultantsChronologies in a fraction of the time IME & QME PhysiciansDefensible IME opinions, faster Medical Expert WitnessesCited opinions, not paper chases Claims Adjusters & ExaminersTriage and settle sooner Forensic EvaluatorsYour report format, fully cited Medical Examiners & CoronersThe history before the certification Life Care Planners & Vocational ExpertsCost projections built on the full record VA-Accredited RepresentativesThe whole C-file before you file C&P ExaminersC-files, exam-ready on time Social Security Disability RepresentativesYears of records, 1 hearing
Organizations
Insurance CarriersScale review across every claim Law FirmsLitigation-ready case files TPAs & Case ManagementStandardize across clients Government & Public SectorCompliant, auditable records IME Companies & NetworksOne pipeline, every physician Self-InsurersClaims reviewed like a carrier would Disability InsurersLTD/STD files, cited every cycle Settlement AdministratorsTier claims at MDL scale VA C&P Exam ContractorsC-files, exam-ready on time Hospital Risk ManagementYOU ARE HEREKnow the chart before counsel does Litigation FundersUnderwrite the file, not the pitch Medical Funders & Lien NetworksFund the treatment, verify the file
Use Cases
Social Security DisabilityTimeline ready before the hearing Personal Injury PlaintiffCited evidence on demand Personal Injury DefenseVerify specials, flag the gaps Veteran DisabilityTimeline built before the exam Workers' CompensationTrack treatment and gaps Mass TortQualify claimants at scale Medical MalpracticeReconstruct the timeline Auto Bodily Injury ClaimsSpecials and causation, cited
Not sure which fits? Talk to us about Enterprise
FAQ

Hospital Risk Management, answered.

Yes — missing entries, time gaps, and inconsistent charting are flagged the same way clinical contradictions are.

Yes — most early case assessment happens exactly there.

Your EHR shows you the chart. This reads it, cites every fact, and flags what a plaintiff's expert would flag — before they do.

CONTENT HUB

The Content Hub covers medical-legal record review across IME and QME, workers’ compensation, personal injury, disability and life underwriting, mass tort, and payer integrity. Free, no login.

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Send the chart.

Read the cited timeline. Then decide how exposed you are.

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