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Best AI for Expert Witnesses

AI tools for physician expert witnesses: dated table

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

Answer in brief: a physician expert needs at most 3 kinds of AI tool: a page-cited record tool for the file, a literature tool that links to real papers, and a general assistant under a BAA for low-risk work. Tools built for retaining law firms are a 4th group; they serve counsel, not you.

Limits: We read every rule, ruling and product page on the date shown and did not test any product with patient records. Court summaries here are not legal advice; how your court treats AI use depends on the jurisdiction and the judge, so ask retaining counsel.

How to read this table

Every fact comes from the vendor's own page, read on the date in the row. "Not stated" means we looked on the page linked and didn't find it, not that the product lacks it. We did not test any product with patient records. For each tool we ask the 3 questions that matter in litigation:

Record review and chronology tools

These read the record file. They are the tools that save a physician expert the most hours, and their output is the easiest to defend, because each line points to a page.

ToolPublished priceTrialPage cites to your fileBAA statedSource, date
Medrecords AI (ours)10 cents per deduplicated page, 8 cents at 100,000 credits, 5 cents at 500,000; a report is $107 days, 1 case, up to 1,000 pages, no card, after a demoYes, every output lineYes, signed at signupour page, 2026-11-12
CaseMarkMedical chronology $25 + $0.01 a page, capped at $100 up to 25,000 pages; deposition summary $25Per-job try linksStates cited treatment timelinesOn monthly plans onlycasemark.com, 2026-11-12
OctopusLM$0.10 a page; $0.05 with a $300 top-up; $0.04 with $4,0001,000 pagesYes, every lineNot statedoctopuslm.co, 2026-11-12
InPractice$150 for 1,000 pages down to $7,000 for 100,000 ($0.07); no subscription500 pages, no cardNot stated on the pricing pageNot stated on the pricing pageinpractice.ai, 2026-11-12
MediScan$169 a month for 1,200 pages, then 10 cents; $445 for 3,500; $665 for 10,00015 daysSummaries linked to the original pagesNot stated on the pricing pagemediscan.ai, 2026-11-12
DodonaiLite $25 a month billed annually ($300 a year), $0.063 a page for standard summaries7 days, 100 pagesNot stated on the pricing pageNot stated on the pricing pagedodon.ai, 2026-11-12
esumryNot published (demo)Not statedReport drafting "with links to the record"Not stated on the page readesumry.com, 2026-11-12

The catch with each: CaseMark's $100 cap makes it the cheapest listed for big files (a 5,000-page record works out to $75), and its BAA comes only with a monthly plan, so check that before uploading records. OctopusLM bills every uploaded page, duplicates included, and says so. MediScan's own FAQ calls its summaries "a starting point for professional review", which is the right framing for all of them. esumry pitches a workspace separate from retaining counsel's systems and tells experts to discuss AI use with counsel; its FAQ also notes that some courts have ordered prompts produced. Medrecords AI is ours: it doesn't bill exact duplicate pages, and it needs a demo before the trial starts.

Literature and evidence tools

These search published research. Use them to find papers, then read the papers. A literature tool's summary is not a source you can cite.

ToolPriceWhat it citesPHI stanceSource, date
OpenEvidenceNot on the page readMedical literatureCovered entities may send PHI under its standard BAA; SOC 2 Type IIopenevidence.com, 2026-11-12
Doximity AskFree on desktop and mobileInline citations to guidelines and studies, with full-text PDFs from 2,000+ journalsSays HIPAA-compliantdoximity.com, 2026-11-12
ElicitFree; $11, $39 or $89 per user a month, billed annuallyPapers, across 138 million+Not stated; keep case facts outelicit.com, 2026-11-12
Scite$12 or $40 a month, billed yearlySmart Citation reports: how later papers cite an articleNot stated; keep case facts outscite.ai, 2026-11-12

For standard-of-care work, the tool's date filter matters more than its model. You are judged on the standard in force when the care happened, so check the guideline edition and the paper's publication date against the date of care. Scite is useful in a different way: it shows whether later work supports or contradicts a paper, which is the question opposing counsel will ask about your key reference.

General assistants under a BAA

A general assistant is fine for Zone 2 work (mock questions, grammar, outlining a talk) if it is covered by a signed BAA and you would be comfortable producing the chat. These are the plans that offer a BAA, per each maker's own page:

ProductBAA pathWatch forSource, date
ChatGPT for Healthcare; ChatGPT for CliniciansOrganization BAA (Healthcare); individual BAA for verified US clinicians (Clinicians)No BAA for Free, Plus, Pro or ChatGPT Businesshelp.openai.com, 2026-11-12
Claude Enterprise (HIPAA-ready)The organization's Primary Owner turns on HIPAA compliance and accepts the BAAStandard Enterprise has no BAA coverage without that step; covered features are listed one by oneprivacy.claude.com, 2026-11-12
Microsoft 365 Copilot and Copilot ChatMicrosoft's HIPAA BAA comes by default through its Online Services DPAThe Weber expert used Copilot; the BAA does not make the math reliablelearn.microsoft.com, 2026-11-12
Gemini in Google WorkspaceAn admin reviews and accepts the BAA in the Admin console before any PHIThird-party add-ons are outside the BAAsupport.google.com, 2026-11-12

A BAA solves the privacy problem, not the evidence problem. The Villanueva expert's ChatGPT history ran to 40 pages, and the parts holding case summaries he consulted had to be produced. A BAA-covered chat is still a chat.

Tools built for the retaining law firm

Several products in this market sell to plaintiff or defense firms and mention experts as an audience. They can be good tools, but they serve counsel's workflow: demand letters, cross-exam outlines, case value. If retaining counsel runs one and sends you the output, treat that output as material counsel provided. Under Rule 26(b)(4)(C), facts, data and assumptions counsel gives you and you consider are discoverable.

ToolBuilt forWhat the page saysSource, date
ProvaLensLaw firms, flat firm priceEvery answer cited to the page; BAA available; 30-day trial, no card; attorney in controlprovalens.ai, 2026-11-12
SupioPlaintiff law firmsSays HIPAA and GDPR compliant and SOC 2 Type 2; price not publishedsupio.com, 2026-11-12

What we left out, and why

Before you buy, run 1 closed case through your top 2 picks and check 20 chronology lines against the pages they cite. The workflow page shows how, on a synthetic record.