Opposing counsel will find it in the record you already read.
The exposure in a malpractice matter is rarely in the sentence everyone read twice. It is in the assessment that was ordered and never charted, the consult that references a study nobody produced, the six hour stretch with no entries in it. Absence does not announce itself. It reads as a clean chart until the other side builds a timeline and the hole is the shape of their case.
VerixAi is medico-legal AI for medical malpractice lawyers. It structures the record, then works up three layers in order: what is missing from the record set, where the care as documented has gaps, and what those findings imply for the litigation. Every line resolves to a document, a page, and the Bates reference where the record carries one. This is medical malpractice software rather than a general legal AI platform with a medical feature attached, and it was built by clinicians and expert witnesses who have sat for the deposition.
A gap in the produced records and a gap in the care are different findings. One is a discovery problem you can still fix. The other is the case. A tool that cannot separate them reports both as silence, and silence is the finding you cannot act on.
The analysis does not know which side retained you. The same findings surface whether a matter is set up plaintiff, defense, or neutral. What differs is how counsel and the expert apply them.
Where the record is silent, VerixAi says so. The entry states what the record does not establish, next to what it does, rather than producing a smoother sentence that reads as though the chart answered the question.
VerixAi flags where the question sits; your expert determines the answer. It does not determine standard of care, render legal conclusions, or replace clinical judgment. It gets your expert to the pages that matter with the record already structured.
The chart reads clean. That is the problem.
The other side's case is built out of the same pages you have, and the difference between the two readings is almost never a disputed sentence. It is a period of time nobody charted, an order with no matching result, a consulted specialist whose note is not in the production. Those findings are invisible to a reading that starts from what the record says, because they are defined by what it does not.
This is not a failure of review. One hospitalization can produce thousands of pages across flow sheets, notes, orders, results, and imaging, and the entries that matter are the ones that were never made. Confident output with nothing behind it is the villain here, not the volume and not the reviewer.
You cannot defend a chart you have only read forward. Somebody is going to read it backwards.
What is the difference between a gap in the record and a gap in the care?
A gap in the record is a document you do not have. A gap in the care is a step the documentation does not show being taken. They look identical in a stack of paper and lead to completely different work, which is why VerixAi separates them into three layers and runs them in a fixed order. Each layer only holds on top of the one below it.
Record Integrity: what is missing from the record set
This runs first, because every layer above it is unsound if the set is incomplete. Record Integrity reports what the production does not contain: the referral with no matching consult note, the order with no result behind it, the study a later note relies on and nobody produced. That is a discovery finding before it is anything else, and surfacing it early is what keeps a supplemental request available to you. See Record Integrity and our guide on how to identify missing records.
Gap Analysis: gaps in the care as documented
Once the set is complete enough to reason about, Gap Analysis works on the care the documentation shows: unexplained intervals between assessments, a deterioration with no escalation charted, an order with no administration recorded. The phrase to hold onto is as documented. It reports what the chart shows and does not show, and does not assert what happened in the room. See Gap Analysis.
Vulnerabilities: what the findings imply for the litigation
The top rung takes the first two and states where the matter is exposed: the sequence a competent cross will build, the entries that conflict, the point where causation has to be established out of documentation that does not establish it. VerixAi flags where the question sits; your expert determines the answer. See Vulnerabilities.
No other platform in this category publishes this taxonomy, and the reason to care is not that the names are ours. It is that most medical record tools are built for plaintiff-side demand production, where the job stops at the chronology. In a med mal litigation workflow the chronology is where the work starts. Our guide to building a defensible chronology covers the layer underneath.
Does VerixAi determine standard of care?
No. VerixAi does not determine standard of care, render legal conclusions, or replace expert judgment, and no version of it will. VerixAi flags where the question sits; your expert determines the answer. The software gets the retained expert to the pages the question turns on, with the record structured and every line cited, so the opinion is formed on the whole record rather than on the portion somebody had time to read.
One honest note about that, because you will find it out anyway. The standard of care flags produced in Gap Analysis are not externally sourced. They are not benchmarked against a published clinical guideline or a specialty society statement, and you should not present them as though they were. They are a structured read of the documentation pointing at where a question exists in the chart.
In practice, a flag is a place to look. Establishing what the standard required, and whether it was met, belongs to a qualified expert willing to be deposed on it. Our guide on whether AI replaces medical experts takes that apart in full.
How does a finding survive cross-examination?
By resolving to a page anybody can open. Every finding VerixAi produces carries a VeriSource citation to the source document, the exact page, and the Bates reference where the record carries one, with the supporting passage alongside it. Nothing is reconstructed from a summary, and no statement exists without a place in the record you can put in front of the witness.
Look at the second line of the entry. The consult relies on a vascular assessment that is not in the production. That is a finding, not a silence, and it is the difference between asking the treating physician about a document you know exists and never knowing to ask. Demonstrating that restraint is harder to build than claiming accuracy, and you can test it in twenty minutes on a record set of your own. Our guide on why source traceability matters sets out what to check.
Vascular status reviewed per earlier assessment. Findings not repeated here. Serial examination per primary team.
Where does this sit in a med mal litigation workflow?
At the front and at the end. At the front, because the decision that costs a firm most is taking a matter whose record does not support it, and that call gets made on a partial read under time pressure. At the end, because the deposition and the expert report are where every unsupported sentence gets found.
Merit review, before you take the case
Read what is missing from the intake set before you read what is in it. A merit read on an incomplete production is a coin toss with your capital. Record Integrity tells you what to request, and the chronology tells you whether the sequence supports the theory you were given on the phone. See how to run a merit review.
DepoPrep
DepoPrep assembles the record behind a witness so questions get built from documents rather than from a memory of documents. Every line carries its citation, so an answer you did not expect can be met with the page, in the room. See DepoPrep and preparing depositions from medical records.
The built-in DICOM viewer
Imaging stays in the case file. The DICOM viewer puts the study alongside the notes that reference it, rather than in a separate application with a separate audit trail. In a causation fight the study and the note interpreting it are one argument, and they should not live in two systems.
Shareability, with one limitation stated
Shareability puts your expert in the same structured case rather than a folder of PDFs, with the chronology, timeline, and analysis shared with it. The limitation, stated plainly: each user's question threads are private, so you and your expert do not see each other's questions.
If your matters are personal injury rather than malpractice, the wedge is different: see AI for personal injury attorneys. The chronology underneath is the same. What sits on top of it is not.
Who decided what counts as a gap?
Somebody had to. Every tool in this category encodes a judgment about what warrants a flag and what an output should say when the chart does not answer the question. Those are clinical and evidentiary judgments, and across the platforms reviewed in our buyer's guide to medical chronology software, clinician-built is rare, and who built the product is a question with a checkable answer.
VerixAi was built by clinicians and expert witnesses, led by a cardiac surgeon and former OHSU professor who has been retained as an expert. The design constraints came out of that chair: one unsupported sentence, or one document nobody knew was missing, is all it takes to lose an afternoon of testimony you cannot get back.
AI for medical malpractice lawyers, answered.
What is AI for medical malpractice lawyers actually good for?
Structuring a large record set and then telling you what it does not contain. VerixAi builds the chronology and provider timeline, then works up three layers in order: Record Integrity for what is missing from the production, Gap Analysis for gaps in the care as documented, and Vulnerabilities for the litigation implications.
What it is not good for is deciding anything. It does not determine standard of care, render legal conclusions, or form the causation opinion. It gets the record into a state where the people who do those things can work on the whole file rather than the part that fit in the available hours.
Does VerixAi determine standard of care?
No. VerixAi flags where the question sits; your expert determines the answer. It does not determine standard of care, render legal conclusions, or replace expert judgment, and that boundary is a design constraint rather than a disclaimer bolted on at the end.
What it does is get the retained expert to the pages the question turns on, with the record structured and every finding cited, so the opinion is formed on the full record.
What is the difference between Record Integrity, Gap Analysis, and Vulnerabilities?
They are three layers and they run in that order. Record Integrity reports what is missing from the record set you were produced. Gap Analysis reports gaps in the care as documented, such as an unexplained interval between assessments or an order with no administration recorded. Vulnerabilities states what those findings imply for the litigation.
The order is the point. Reasoning about the care before the set is known to be complete is how a discovery problem gets mistaken for a liability theory.
Are the Gap Analysis flags checked against an external clinical standard?
No, and we would rather you heard it from us. The standard of care flags produced in Gap Analysis are not externally sourced. They are not benchmarked against a published clinical guideline or a specialty society statement.
A flag is a structured read of the documentation identifying where a question exists in the chart. What the question means, and whether the standard was met, is expert work. Ask any vendor in this category what their flags are measured against.
Can I use it to run a merit review before taking a case?
Yes, and it is one of the strongest uses of the product. Read what is missing from the intake set before you read what is in it, because a merit read on an incomplete production is a decision made on a file you do not have yet.
Record Integrity tells you what to request, and the chronology tells you whether the sequence supports the theory. The decision to take the matter stays with you.
Does the analysis change depending on which side I am on?
No. The analysis is posture neutral by design. The same findings surface whether a matter is set up plaintiff, defense, or neutral, and what differs is how counsel and the expert apply them.
This is not neutrality for its own sake. An analysis tuned to produce a persuasive account for one side is an argument, and it gets cross-examined as one. A finding that holds when the other side runs the same record is the only kind worth building on.
How does it help prepare for a deposition?
DepoPrep assembles the record behind a specific witness so the outline gets built from documents rather than from a recollection of documents. Every line carries a VeriSource citation to the document, the page, and the Bates reference where the record has one.
The practical effect is in the room. When an answer goes somewhere you did not plan for, the page is already at hand.
Can my expert work in the same case file as me?
Partly, and you should know the limit before you buy. Shareability puts your expert in the same structured case with the chronology, the timeline, and the analysis, and the built-in DICOM viewer keeps imaging review in that same file rather than in a separate application.
What is not shared is each user's own question threads, so you and your expert do not see each other's questions or answers. It is the most requested capability we do not have, and it is a gap rather than a roadmap promise.
What to do with the next production
Take a matter you have already worked up and run the record set through. Ask it about a document you know is not in the production. Then walk one Vulnerabilities finding down the ladder: what documentation is it built on, and what is missing around it. Bring a difficult production rather than a clean one, because every tool in this category performs on a typed, complete set. The differences show up on the scanned flow sheet and the consult nobody produced.
The three steps do not change. Upload the record. Review what it found, every line cited to the page. Take it into the depo, the expert workup, or the file. If you do nothing, the read stays the read you had time for, and the finding that decides the matter stays in the pages nobody got to.
Bring the production you are least sure about.
Twenty minutes. Ask it about a document you know is missing, and follow one finding back to its exact page.