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We draft 90% of the medical chronology for legal nurse consultants.

Drafted into your chronology report. You verify and sign off.

By Ahmed Jemaa, Co-Founder & CEO of Medrecords AI · Published 8 Jul 2026 · Updated 14 Sep 2026

Medrecords AI does the sorting, deduplication, and first-pass extraction, every event dated and cited to its source page. You do the clinical analysis attorneys pay for, on twice the caseload, with missing records flagged before the chronology goes out. 2,000 pages come back in about 20 minutes, drafted into your chronology report: you verify and sign off.

2,000 pages in 20 minutesHIPAASOC 2
Medical chronologyfor legal nurse consultants
white-label
Medical Chronology — Ochoa v. Rte 9 Truckingyour letterhead
84 events extracted, dated, deduplicatedfirst pass
Your clinical annotations — the billable partin progress
Missing records — 2 providers flagged for requestflagged
Export · DOCX · your template
Pages
1,847 → 612 unique
Events
dated and cited
Analysis
yours to write
Your work product — produced for you, not instead of you
The status quo

LNCs sort, date, and dedupe thousands of pages before the analysis starts. The prep is slow, unbillable, and caps the caseload.

Friday
the chronology is due
Tuesday
today
60%
of the hours are sorting — 0% of the value

Start from a structured file, not a records dump.

Everything you need to assess the case: structured, surfaced, and sourced. Medrecords organizes the file, pulls the key medical facts, and builds summaries backed by citations, so your team works on strategy, not sorting.

Case summary · auto-drafted
p.12 p.47 p.118

Summaries: the whole case in one view

A complete, structured summary that surfaces delayed care, missing records, and conflicting narratives. Every claim is traced back to the page it came from.

Chronology · by date
Feb 11X-Ray — Chest
Apr 02Progress Note
May 22MRI — Cervical imaging placed inline
Jun 01Gap in care · 47 days
Jul 17Consultation Report

Automated chronology: every event in order

Every page placed by date, provider, and event, with imaging inline and gaps flagged. Scroll the case instead of hunting through PDFs.

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

Indexing & dedup: a clean, searchable file

Medrecords detects duplicates, flags mismatches, and separates unrelated claimants — so the file you build on is one you can search, filter, and trust.

Cross-checked · multi-modelCase #12345
Patient nameJane Doe✓
Date of birth1985-04-15✓
DiagnosisRight arm fracture✓
Diagnosis codeS42.301A✓
Surgery date2024-10-07✓

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 claim

Built for clinical analysis.

Your value is judgment, not data entry. Medrecords hands you the organized, cited record — so every hour you bill is an hour of analysis.

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 17Billing Statements
03Aug 06Physician Notes
612 pp indexed · every row citedopen the case →

Apply clinical judgment, not data entry

The sorting, indexing, and dating is done before you open the file. Your review starts at the analysis: gaps, causation, standard of care — not at page one.

Every finding cited for the attorney

Deliverables the legal team can verify at a glance: every entry in the chronology and every conclusion in the summary links to its source page.

Who this is for

The attorney needs the chronology Friday. It's Tuesday.

You know what matters clinically. The job is getting through the pages in time. Medrecords delivers the sorted, deduped, first-pass chronology, so your hours go into the analysis the attorney is paying for.

Sorting, dating, and dedup done before you open the file
First-pass chronology ready for your clinical review
Deliverables the legal team can verify line by line
Chronology draft · due Friday Tuesday
1,847 pages sorted, dated, deduped → 612done
First-pass chronology — 84 eventsdone
Missing records — 2 providers flaggedrequest sent
Your clinical annotations — in progressp.212 →
The analysis started Tuesday — not the sorting
The objection

"Is this replacing me?"

No, and we'll answer that in exactly those words. It removes the hours you bill lowest and resent most: sorting, dating, deduplicating. The analysis, the flags that matter, the clinical judgment — that stays yours, and it's why attorneys hire you.

2× the caseload, same quality of analysis

"It does the part I couldn't bill at full value anyway. The analysis is still mine — there's just finally time for it."

Legal nurse consultant · independent practice
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 ConsultantsYOU ARE HEREChronologies 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 ManagementKnow 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
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