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AI for Medical Malpractice

Early case assessment for malpractice claims: an interactive checklist

By Ahmed Jemaa, Co-Founder and CEO of Medrecords AI. Updated .

Answer in brief: early case assessment is the first structured look at a malpractice claim: what the chart shows, what is missing, how strong the care and causation questions look, and which path to take. AI speeds up the record items on this list (timeline, missing records, damages documents). Notice, preservation, the expert opinion, disclosure and the reserve stay with people.

Limits: We read each vendor's own web pages and the cited studies on 2026-11-14 and did not upload records to any tool, ours included. Nothing here is legal, actuarial or clinical advice; privilege and reserving rules vary by state and by program.

What an early case assessment has to answer

An early case assessment, or ECA, turns a notice into a plan. A demand letter, a records request from plaintiff counsel, a presuit notice or a served complaint each starts it. Whatever your program calls it, it answers 5 questions, usually in a short memo for the claims committee:

  1. What happened, in order, according to the chart?
  2. Do we have every record we need, and are they preserved?
  3. What does a qualified reviewer think of the care and of causation?
  4. What are the likely damages, and what documents support them?
  5. Which path: disclose and offer, defend, or investigate further, and when do we look again?

Questions 1, 2 and the document half of 4 are reading jobs. That is where AI earns its place. Questions 3, 5 and the value half of 4 are judgment. The checklist marks each item so you can see the split.

Early case assessment checklist: 28 items

Tick items as you go. AI can help marks items a record review tool can draft or speed up; someone still checks the output. Must do marks items we'd expect before an ECA memo goes to committee. Nothing you tick leaves your browser, and the list resets when you reload.

1. Notice and clocks
2. Records
3. Facts
4. Care questions for the reviewer
5. Causation and damages
6. Resolution path

0 of 28 done.

How we built this list: from the 5 questions above, the record-preservation duties that follow a notice, and the clocks cited on the home page. It is a starting point, not a standard. Add your program's own items, such as reporting to a state agency or a captive's notice form.

Which items AI speeds up, and how much to trust it

11 of the 28 items carry the AI tag. All are reading or sorting jobs, and all have an output you can check against a page:

ItemWhat the tool gives youHow to check it in minutes
TimelineEvery entry in time order with its pageOpen the cited page for each line the memo uses
Missing recordsRecords referred to but absent, by dateSearch the file for 2 of them yourself
Late entriesNotes whose entry time is well after the care timeCompare with the audit trail for the key note
DuplicatesUnique page count; repeats removedSpot-check 5 removed pages against their kept twin
Prior and later careBaseline and current condition with pagesRead the 2 or 3 entries that define baseline
Medical expensesBilled and paid amounts pulled from bills and EOBsTotal them yourself from the cited pages
Reviewer questionsNeutral questions tied to timeline entriesRemove any question that assumes the answer

The other 17 items are notices, holds, coverage, privilege, the expert and the decision. A tool can remind you of them. It can't do them.

A 1-page ECA memo template

Copy this into your own format. The bracketed parts come from the checklist. Keep conclusions in the reviewer's and counsel's words.

EARLY CASE ASSESSMENT, [claim number], [date]
Prepared by [name, role], at the direction of [counsel], [privilege label per counsel]

1. Notice: [type], received [date]. Carrier notified [date]. Hold issued [date].
2. Episode: [admission or visit dates, unit, service]. [1 to 3 sentences, cited pages].
3. Key timeline: [5 to 10 lines, each with date, time, source and page].
4. Records: [unique page count]. Missing: [list]. Requested: [dates].
5. Care questions sent to reviewer: [list]. Reviewer view: [summary in reviewer's words].
6. Causation view: [reviewer's words, or pending].
7. Damages documents: [medical expenses billed and paid, wage records, liens].
8. Disclosure status: [conversation date and who attended, or not applicable].
9. Reserve: [amount] set [date] by [name]. Rationale: [2 to 4 sentences].
10. Recommendation: [disclose and offer / defend / investigate]. Next review: [date].

Why the early look pays off

The studies on the home page point the same way. In 1,452 closed claims, 37% involved no error, and most of those were never paid; administrative costs ran 54 cents per dollar of compensation (Studdert et al., 2006). After the University of Michigan Health System adopted disclosure with offers, the median time from claim to resolution fell from 1.36 to 0.95 years (Kachalia et al., 2010; the authors caution the design can't prove cause). An ECA that sorts error from no-error early is the step those results depend on.

Questions about early case assessment

When should an early case assessment start?

At the first notice that a claim is likely: a demand letter, a records request from plaintiff counsel, a presuit notice or a served complaint. Many programs also open one after a serious event before any notice arrives, inside their communication and resolution program.

Who should do the early case assessment?

The claims or risk lead runs it, with defense counsel, a reviewer in the matching specialty and, for the reserve, whoever has reserve authority. AI tools support the record work; they don't sign off on any part.

Can we run the checklist on a closed claim?

Yes, and it's a good test of a tool. Run the 11 AI-assisted items on a closed file and compare with what your team found at the time.