# How AI changes medical expert witness work in 2026 > When AI does the reading, what is left for the medical expert witness to do, and what does the job look like in 2027? Every source is listed and dated. Canonical page: https://medrecords.ai/reports/ai-medical-expert-witness-work-2026/ --- New — **Missing Records Detection:** flags every visit, provider, and date missing from the file. [See how →](https://medrecords.ai/product/missing-records-identification/) [Home](https://medrecords.ai/) › [Reports](https://medrecords.ai/reports/) › [AI drafts, the expert testifies: the new reality of medical expert work in 2026](https://medrecords.ai/reports/ai-medical-expert-witness-work-2026/) ## How AI changes medical expert witness work in 2026 30 vendors name medical expert witnesses on their own pages. 19 say their output cites the source page. 12 publish a price. By [Ahmed Jemaa](https://medrecords.ai/authors/ahmed-jemaa/), Co-Founder & CEO of Medrecords AI · Published 7 Sep 2026 · Updated 14 Sep 2026 · Sources checked 13 Aug 2026 ### The courts have already drawn the line | Case | Court | Date | What happened | | --- | --- | --- | --- | | Kohls v. Ellison, No. 24-cv-3754, 2025 WL 66514 | D. Minn. | 2025-01-10 | Expert declaration excluded in full over fabricated AI citations. Court said counsel must ask experts about AI use. | | Concord Music Grp. v. Anthropic PBC, No. 24-cv-03811-EKL, 2025 WL 1482734 | N.D. Cal. | 2025-05-23 | Paragraph of an expert declaration stricken. Credibility of the whole declaration undermined. | | Matter of Weber (Michael S. Weber Trust), 85 Misc. 3d 727 | N.Y. Surrogate's Ct. | 2024-10 | Copilot-assisted damages opinion rejected as unreliable. Court held counsel has an affirmative duty to disclose AI use and that AI evidence needs a Frye hearing. | | LeDouxx v. Outliers, Inc., No. 3:24-cv-05808, 2026 WL 2408808 | W.D. Wash. | 2026-08-18 | Expert report excluded under Rule 702 for hallucinated citations, then summary judgment entered against the plaintiff. Counsel sanctioned a month earlier at 2026 WL 2137370. | | Unnamed medical expert opinion | Regional Labor Court of Nazareth, Israel | 2026-02-03 | Medical expert report drafted with AI rejected. The expert could not explain reliance on AI conclusions that ignored newer studies. | | Ferlito v. Harbor Freight Tools USA, No. 20-cv-5615, 2025 WL 1181699 | E.D.N.Y. | 2025-04-23 | Court refused to exclude an expert who used ChatGPT only to confirm findings he had already written from experience. The counter-example. | 4 decisions since 2024 tell you what happens when the checking step is skipped. The pattern is consistent. Courts have not objected to using AI. They have objected to submitting its output without verifying it, and to not disclosing that it was used. One 2025 decision let expert testimony stand precisely because the expert explained how the tool was used and how the output was checked. ## How many vendors are behind the numbers on this page? 30. A vendor is counted for medical expert witnesses only when it names that audience on its own commercial pages and carries page-level evidence in this study. The full pool is 364 companies, of which 90 carry that evidence. At a glance 30 — Vendors counted 191 — Sources linked 1094 — Pages captured 172 — Reviews coded On this page 1. [At a glance](https://medrecords.ai/reports/ai-medical-expert-witness-work-2026/#at-a-glance) 2. [The article](https://medrecords.ai/reports/ai-medical-expert-witness-work-2026/#the-article) 3. [Methodology](https://medrecords.ai/reports/ai-medical-expert-witness-work-2026/#methodology) 4. [Sources](https://medrecords.ai/reports/ai-medical-expert-witness-work-2026/#sources) 5. [Frequently asked](https://medrecords.ai/reports/ai-medical-expert-witness-work-2026/#faq) 6. [More in this series](https://medrecords.ai/reports/ai-medical-expert-witness-work-2026/#related) 7. [How Medrecords AI does this work](https://medrecords.ai/reports/ai-medical-expert-witness-work-2026/#how) 8. [Explore the content hub](https://medrecords.ai/reports/ai-medical-expert-witness-work-2026/#explore) 9. [See it on a file](https://medrecords.ai/reports/ai-medical-expert-witness-work-2026/#test) ### The article When AI does the reading, what is left for the medical expert witness to do, and what does the job look like in 2027? What the data says - 30 vendors name medical expert witnesses on their own commercial pages. 19 of them say the output cites back to the source page. - 12 of 30 publish a price a buyer can act on without a sales call. - Of 74 public reviews of AI vendors in this category, 2 mention accuracy or error at all. 30 vendors now name medical expert witnesses on their own site captured 2026-08-13 7 acquisitions in the dated record 2021 to 2027 25 of 30 say a human reviews the output nurse, physician or unspecified 12 of 30 publish a price everyone else routes you to a demo #### What changed, with dates This is not a category that drifted. It consolidated. The record below is every funding round, acquisition and product launch we could source with a date and a link. The dated record: funding, acquisitions and launches 17 events, each with a source Green is funding, orange is an acquisition, slate is a product event. Every row links to the announcement it came from in the sources section. 2 roll-ups dominate the middle of that timeline. the vendor now owns the vendor, ChartSwap and the vendor. HealthMark Group has absorbed RRS Medical, MedRequest Solutions, Acton and Purview. the vendor reported 8 acquisitions in 2020 alone. 3 of the vendor names an audience is likely to shortlist are already inside 2 holding companies. #### What the software now claims to do What vendors selling to medical expert witnesses now claim to do 30 vendors, coded from their own pages Denominator: 30 vendors that name medical expert witnesses on their own site and carry page-level evidence. 14 state it on a product or pricing page. Captured 2026-08-13 and 2026-09-06. #### What has not moved to the machine 25 of 30 vendors say a human reviews the output before it reaches you. That number is the honest shape of this market: the vendors themselves are not claiming the work is finished when the model stops. The exam, the opinion, and the signature stay where they were. What moved is the reading. A professional who used to spend 6 hours finding the relevant 40 pages now spends 1 hour checking that the tool found them. #### The economics A per-page price only makes sense against what the hour it replaces is worth. Every published price in this category sits in the buyer's guide for this audience, with the page it came from and the date we read it. ### Methodology This is a secondary-research study, not a survey. Every number is a count over a named set of vendors, taken from what those vendors publish on their own sites, with a source URL and a capture date. This article 30 — vendors counted 5677 — coded evidence rows 1094 — pages captured 172 — reviews coded #### What we did 1. We built a vendor pool from 2 owned corpora: a 55-site competitor scrape captured on 2026-08-13, and 328 live company profiles from the Medrecords AI content hub. 2. We ran 4 targeted discovery passes for the audiences the pool covered thinly: legal nurse consultants, medical expert witnesses, life care planners, and California QMEs. Those passes added 36 vendors that name those buyers on their own commercial pages. 3. We coded a fixed rubric against every page we hold. A rubric field is marked yes only when the vendor's own copy says it, and each yes carries the page URL, the capture date, and a verbatim excerpt of 15 words or fewer. 4. We pulled each vendor's sitemap, llms.txt, and robots.txt live on 2026-09-06 and 2026-09-07 to measure how often the site changes and whether it invites or blocks AI crawlers. 5. We pulled Wayback Machine snapshots near 1 September of 2024, 2025, and 2026 and counted 7 marketing terms in each, to show how the category's own language moved. 6. We read 174 third-party reviews and 30 Reddit threads and coded them into themes. Only hand-verified quotes are published. 7. We scored each vendor for each audience on 6 weighted components and published the component scores next to the total, so a reader can disagree with a weight and re-rank. #### How a claim is scored Each rubric field is scored from the vendor's own pages, never from a press release or a third-party listing. Strength records where the claim appears, because a claim on a pricing page is worth more than a claim in a blog post. | Strength | What it means | | --- | --- | | strong | Stated at least twice on a key page, or at least 4 times across the site. Key pages are the homepage, product, pricing, security, solutions, platform, features, integrations, trust, compliance, and about pages. | | medium | Stated once on a key page, or at least twice elsewhere. | | weak | One passing mention anywhere on the site. | #### Capture dates | What | When | | --- | --- | | Competitor site scrape | 2026-08-13 | | Content hub profiles | 2026-09-01 | | Reviews and reddit | 2026-08-13 | | Discovery passes | 2026-09-06 | | Sitemap llms robots pull | 2026-09-06 to 2026-09-07 | | Wayback targets | 2024-09-01, 2025-09-01, 2026-09-01 | | Rankings computed | 2026-09-07 | #### Limitations - This measures what vendors publish, not what their software does. A vendor that cites to the source page but never says so scores low here. That is the method working as intended: the study is about the public record, and a buyer reading a website sees the same thing. - Coverage is uneven by design. 55 vendors have a deep page-level scrape. 35 more were found by targeted discovery and scraped shallowly. The rest appear in the pool for completeness and are never ranked. - Update velocity can only be measured where a sitemap publishes lastmod dates. 60 vendors do. For the others the field is recorded as not measured, never as zero. - Wayback coverage is thin. The Internet Archive holds snapshots near all 3 target dates for 35 of the 55 deep-corpus vendors. Term trends drawn from that subset are directional and are labeled as such wherever they appear. - Review counts favor vendors that sell to law firms, because those are the vendors with public review profiles. A physician-facing product with no G2 listing is not worse, it is unlisted. - Prices are list prices published on a pricing page. Negotiated and enterprise pricing is invisible to this method, and most enterprise vendors publish no price at all. - Every count is a count over this vendor set on these dates. It is not a market share estimate and it is not a projection. #### Gates we skipped and tools we could not use - **openseo organic metrics.** Dataset-build step 13 is optional and costs credits. It was not run, because a batch over 2,000 credits needs founder approval and none was given. No organic-traffic or keyword figure appears anywhere in this study. - **Full 6-page scrape of discovery vendors.** Dataset-build step 7 was completed for the 55 deep-corpus vendors and only partly for the 35 discovery vendors. Those vendors carry audience, pricing, and citation evidence from the pages actually fetched, and are marked discovery_pass so a reader can see the difference. - **LibreOffice recalculation.** The source checklist is an xlsx workbook. LibreOffice is not installed on the build machine, so the workbook was read with openpyxl and never recalculated. No figure in this study comes from a workbook formula. - **Reddit direct access.** Reddit blocks direct fetching from this machine. The 30 threads were captured through a third-party scraping API on 2026-08-13 and are quoted only where hand-verified. - **Regulatory text verification.** Statutory and regulatory citations marked verify in the source checklist have not been checked against current text. None of them is used as a number in this study. - Wayback CDX queries rate-limit hard under parallel load. The first pass lost 28 vendors to connection refusals. Those were retried serially with four-second spacing, which recovered most of them. The count above (122 snapshots) is what actually returned, not what was requested. - Exactly 5 vendor in the pool blocks AI crawlers in robots.txt: mosmedicalrecordreview.com, ecsper.com, provalens.ai, doqtor.io, smartmd.com. #### Composites Where this study describes a buyer situation rather than a vendor claim, it is a composite drawn from published sources, not a survey. Composites are labeled at the point of use with the number of sources behind them. No customer, prospect, or call participant is identified. Review quotes are one excerpt per review, under 15 words, in straight quotes, linked to the review. Everything else is paraphrased and aggregated into coded themes. Every table and chart in this series links to the page it came from. Where a page has changed since capture, the capture date printed next to the figure is the date that matters. Wayback links are given for figures drawn from archived snapshots. ### Sources 191 sources. Every figure in this article traces to one of them. External links are marked nofollow and open in a new tab. Earnings call transcripts sit in our own corpus and carry no public link, so they are listed by company and quarter for anyone who wants to pull the original. #### Vendor pages that name medical expert witnesses (30) - [Amaise](https://amaise.com) · 2026-09-07 - [casemark.ai](https://casemark.com/features/deposition-summaries) · 2026-08-13 - [esumry](https://www.esumry.com/solutions/expert-witness-firms) · 2026-09-07 - [FasterOutcomes (Saxon)](https://www.fasteroutcomes.com/expert-witnesses/) · 2026-09-07 - [LevelShift](https://levelshift.com) · 2026-09-07 - [ProvaLens](https://provalens.ai/ai-expert-witness-vetting-comparison.html) · 2026-09-07 - [marker-group.com](https://marker-group.com/our-services/data-analysis/) · 2026-08-13 - [precedent.com](https://precedent.com/solutions/ai-drafting/) · 2026-08-13 - [Quench (SmartChart)](https://www.projectquench.ai/naohp) · 2026-08-13 - [riskangle.com](https://www.riskangle.com/case-manager) · 2026-08-13 #### Pricing pages (12) - [casemark.ai](https://casemark.com/pricing) · 2026-08-13 - [esumry](https://www.esumry.com/pricing) · 2026-09-07 - [precedent.com](https://precedent.com/solutions/demand-letters-v2/) · 2026-08-13 - [ProvaLens](https://provalens.ai/pricing.html) · 2026-09-07 - [Exlitem](https://exlitem.com) · 2026-09-07 #### Funding, acquisition and product announcements (16) - [HealthMark Group, HealthMark acquired MedRequest Solutions and RRS Medical, 2022-01](https://healthmark-group.com/healthmark-celebrates-20-years-on-record-from-paper-charts-to-releasing-medical-records-digitally/) · 2022-01 - [Hona, Series A, $9.5M led by Costanoa Ventures, 2024](https://www.hona.com/about) · 2024 Prices as of 13 Aug 2026. - [Bevaya (Roots Automation), Claims 93 percent loss-run accuracy on a self-run December 2025 benchmark, 2025-12](https://www.bevaya.ai/platform) · 2025-12 - [RiskAngle, RiskAngle acquired by Hiren Patel and Rewisoft, 2025-12-31](https://www.riskangle.com/about) · 2025-12-31 - [HealthMark Group, HealthMark acquired Purview, expanding into digital medical imaging delivery, 2026-02-12](https://healthmark-group.com/news/) · 2026-02-12 #### Earnings call transcripts in the owned corpus (8) - ExlService Holdings (EXLS), Q4 2025 earnings call · 2026-02-25 - Verisk Analytics (VRSK), Q1 2026 earnings call · 2026-04-29 - CCC Intelligent Solutions (CCC), Q1 2026 earnings call · 2026-04-30 - Guidewire Software (GWRE), Q3 FY2026 earnings call · 2026-06-04 - Marsh & McLennan (MMC), Q2 2026 earnings call · 2026-07-21 - ExlService Holdings (EXLS), Q2 2026 earnings call · 2026-07-29 - Verisk Analytics (VRSK), Q2 2026 earnings call · 2026-07-29 - CCC Intelligent Solutions (CCC), Q2 2026 earnings call · 2026-07-30 #### Court decisions (5) - [Kohls v. Ellison, No. 24-cv-3754, 2025 WL 66514, D. Minn.](https://law.justia.com/cases/federal/district-courts/minnesota/mndce/0:2024cv03754/220348/46/) · 2025-01-10 - [Concord Music Grp. v. Anthropic PBC, No. 24-cv-03811-EKL, 2025 WL 1482734, N.D. Cal.](https://www.gtlaw.com/en/insights/2025/12/expert-testimony-in-the-age-of-generative-ai-recent-case-developments) · 2025-05-23 - [Matter of Weber (Michael S. Weber Trust), 85 Misc. 3d 727, N.Y. Surrogate's Ct.](https://www.druganddevicelawblog.com/2026/01/who-is-the-expert-when-expert-witnesses-use-ai.html) · 2024-10 - [LeDouxx v. Outliers, Inc., No. 3:24-cv-05808, 2026 WL 2408808, W.D. Wash.](https://nwsidebar.wsba.org/2026/08/31/federal-court-excludes-expert-for-ai-hallucinated-citations/) · 2026-08-18 - [Unnamed medical expert opinion, Regional Labor Court of Nazareth, Israel](https://www.loc.gov/item/global-legal-monitor/2026-03-11/israel-labor-court-adopts-second-medical-experts-opinion-after-rejecting-weak-expert-opinion-that-relied-on-ai) · 2026-02-03 #### Internet Archive snapshots (105) - [American Retrieval Company homepage, 2024 snapshot](https://web.archive.org/web/20240908145143id_/https://americanretrieval.com/) · 2024 - [American Retrieval Company homepage, 2025 snapshot](https://web.archive.org/web/20250917013905id_/https://americanretrieval.com/) · 2025 - [American Retrieval Company homepage, 2026 snapshot](https://web.archive.org/web/20260901203848id_/https://americanretrieval.com/) · 2026 - [CLARA Analytics homepage, 2024 snapshot](https://web.archive.org/web/20240901171432id_/https://claraanalytics.com/) · 2024 - [CLARA Analytics homepage, 2025 snapshot](https://web.archive.org/web/20250908045632id_/https://claraanalytics.com/) · 2025 - [CLARA Analytics homepage, 2026 snapshot](https://web.archive.org/web/20260808171806id_/https://claraanalytics.com/) · 2026 - [everchron.com homepage, 2024 snapshot](https://web.archive.org/web/20240913063606id_/https://everchron.com/) · 2024 - [everchron.com homepage, 2025 snapshot](https://web.archive.org/web/20250912115510id_/https://everchron.com/) · 2025 - [everchron.com homepage, 2026 snapshot](https://web.archive.org/web/20260606100845id_/https://everchron.com/) · 2026 - [EvolutionIQ homepage, 2024 snapshot](https://web.archive.org/web/20240908063432id_/https://evolutioniq.com/) · 2024 - [EvolutionIQ homepage, 2025 snapshot](https://web.archive.org/web/20250912153147id_/https://www.evolutioniq.com/) · 2025 - [EvolutionIQ homepage, 2026 snapshot](https://web.archive.org/web/20260607072423id_/https://www.evolutioniq.com/) · 2026 - [Flatworld Solutions homepage, 2024 snapshot](https://web.archive.org/web/20240901041044id_/https://www.flatworldsolutions.com/) · 2024 - [Flatworld Solutions homepage, 2025 snapshot](https://web.archive.org/web/20250904060556id_/https://www.flatworldsolutions.com/) · 2025 - [Flatworld Solutions homepage, 2026 snapshot](https://web.archive.org/web/20260609092957id_/https://www.flatworldsolutions.com/) · 2026 - [Hathr AI homepage, 2024 snapshot](https://web.archive.org/web/20240917121039id_/https://hathr.ai/) · 2024 - [Hathr AI homepage, 2025 snapshot](https://web.archive.org/web/20250913045905id_/https://www.hathr.ai/) · 2025 - [Hathr AI homepage, 2026 snapshot](https://web.archive.org/web/20260903104304id_/https://www.hathr.ai/) · 2026 - [Hona homepage, 2024 snapshot](https://web.archive.org/web/20240904072620id_/https://www.hona.com/) · 2024 - [Hona homepage, 2025 snapshot](https://web.archive.org/web/20250901180336id_/https://www.hona.com/) · 2025 - [Hona homepage, 2026 snapshot](https://web.archive.org/web/20260608150401id_/https://www.hona.com/) · 2026 - [owl.co homepage, 2024 snapshot](https://web.archive.org/web/20240918220700id_/https://www.owl.co/) · 2024 - [owl.co homepage, 2025 snapshot](https://web.archive.org/web/20250905042006id_/https://owl.co/) · 2025 - [owl.co homepage, 2026 snapshot](https://web.archive.org/web/20260825034605id_/https://owl.co/) · 2026 - [paxton.ai homepage, 2024 snapshot](https://web.archive.org/web/20240902131615id_/https://www.paxton.ai/) · 2024 - [paxton.ai homepage, 2025 snapshot](https://web.archive.org/web/20250916193635id_/https://www.paxton.ai/) · 2025 - [paxton.ai homepage, 2026 snapshot](https://web.archive.org/web/20260807130035id_/https://www.paxton.ai/) · 2026 - [rate-fast.com homepage, 2024 snapshot](https://web.archive.org/web/20240901024345id_/https://www.rate-fast.com/) · 2024 - [rate-fast.com homepage, 2025 snapshot](https://web.archive.org/web/20250903102130id_/https://www.rate-fast.com/) · 2025 - [rate-fast.com homepage, 2026 snapshot](https://web.archive.org/web/20260518001215id_/https://www.rate-fast.com/) · 2026 - [yocierge.com homepage, 2024 snapshot](https://web.archive.org/web/20240917052858id_/https://yocierge.com/) · 2024 - [yocierge.com homepage, 2025 snapshot](https://web.archive.org/web/20250912190546id_/https://yocierge.com/) · 2025 - [yocierge.com homepage, 2026 snapshot](https://web.archive.org/web/20260512032158id_/https://yocierge.com/) · 2026 #### Reviews and threads quoted (15) - [US Legal Support on google](https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sChdDSUhNMG9nS0VJQ0FnTUNJMVk3UzNnRRAB!2m1!1s0x0:0x19aae9bc84ba38e3!3m1!1s2@1:CIHM0ogKEICAgMCI1Y7S3gE%7C%7C?hl=en) · 2025-04-03 - [r/legaltech on Reddit](https://www.reddit.com/r/legaltech/comments/1qomvsi/what_actually_works_once_medical_records_hit/) · 2026-01-27 - [r/LawFirm on Reddit](https://www.reddit.com/r/LawFirm/comments/1i6raqy/ai_medical_summaries/) · 2025-01-21 - [r/WorkersComp on Reddit](https://www.reddit.com/r/WorkersComp/comments/1qqnpnk/ime_result_0_impairment_beware_prepared/) ### Watch it in the app 3 short guides from our help center, recorded on a demo case. They play inside the app: sign in or create a free account, and the video opens at the chapter you picked. First case is free on us. [Free account — 2:14](https://workspace.medrecords.ai/help/videos/reports) #### Report studio Draft a report from the records, check every page cite against them, edit it and sign it. 1. [0:41Report types](https://workspace.medrecords.ai/help/videos/reports?t=41) 2. [0:56The citation](https://workspace.medrecords.ai/help/videos/reports?t=56) 3. [1:08Verification and cross-examination](https://workspace.medrecords.ai/help/videos/reports?t=68) [Free account — 2:35](https://workspace.medrecords.ai/help/videos/chronology) #### Medical chronology Every medical event on its date, in order, tied to the page it came from. Filter it, search it and export it as PDF or Word. 1. [0:51The event card](https://workspace.medrecords.ai/help/videos/chronology?t=51) 2. [1:04The page behind it](https://workspace.medrecords.ai/help/videos/chronology?t=64) 3. [2:08Export](https://workspace.medrecords.ai/help/videos/chronology?t=128) [Free account — 2:30](https://workspace.medrecords.ai/help/videos/missing-records) #### Missing records detection Every record the case documents mention that the file does not contain, grouped by provider, with the page that mentions it. 1. [0:32The custodian groups](https://workspace.medrecords.ai/help/videos/missing-records?t=32) 2. [0:44Where it is mentioned](https://workspace.medrecords.ai/help/videos/missing-records?t=44) 3. [1:24Dismiss with a reason](https://workspace.medrecords.ai/help/videos/missing-records?t=84) ### Frequently asked #### Is this a survey? No. Nobody was interviewed and nobody filled in a form. Every number is a count over a named set of vendors, taken from what those vendors publish on their own sites, with a source link and a capture date next to it. #### How many vendors are behind the numbers on this page? 30. A vendor is counted for medical expert witnesses only when it names that audience on its own commercial pages and carries page-level evidence in this study. The full pool is 364 companies, of which 90 carry that evidence. #### What does it mean when a vendor is not counted for a capability? It means the claim does not appear on any page we captured. It does not mean the software cannot do it. This study measures the public record, which is also what a buyer reading a website sees. #### Why do the reviews say so little about accuracy? Of 74 public reviews of AI and software vendors in this category, 2 mention accuracy or error and 0 mention hallucination. Reviewers write about what they can see. Turnaround is visible immediately. A missed record is not visible until it matters. #### Can I check your work? Yes, and that is the point. Every table links to the page it came from and prints the date we read it. Where a figure comes from an archived snapshot, the snapshot link is in the sources section. #### Does Medrecords AI appear in the ranking? No. We publish this study, so ranking ourselves against our own rubric would not be a ranking. The rubric and every input are public, so anyone can score us on the same sheet. ### More in this series - [What's missing from AI tools for medical expert witnesses (and why cross-examination will ask)](https://medrecords.ai/reports/ai-record-tools-expert-witness-gaps/) - [The medical expert's buyer's guide to AI record review, 2026](https://medrecords.ai/reports/medical-expert-ai-record-review-buyers-guide/) - [The shortlist: AI record tools a medical expert can defend under cross (2026)](https://medrecords.ai/reports/ai-record-tools-experts-defend-under-cross/) - [What the top 10% of medical experts do with a 10,000-page record in 2026](https://medrecords.ai/reports/top-medical-experts-10000-page-records/) - [All the issues courts have found with AI-assisted work product (and what they mean for experts)](https://medrecords.ai/reports/court-findings-ai-assisted-expert-work/) - [Expert witness AI vendor watch: Q4 2026](https://medrecords.ai/reports/exp-07-expert-witness-ai-vendor-watch-q4-2026/) ### How Medrecords AI does this work [ #### Medical chronology A dated, deduplicated timeline with a citation on every entry. Product](https://medrecords.ai/product/chronology/) [ #### Medical record Q&A Question the whole record in plain English; every answer cited. Product](https://medrecords.ai/product/qa/) [ #### Verifiable AI citations If it is not cited, it is not said. Product](https://medrecords.ai/product/citations/) ### Explore the content hub [ #### State programs Rules, AMA Guides edition, and MMI standards by state. ](https://medrecords.ai/content-hub/states/) [ #### Guides Editorial reference on report writing, MMI, and validity testing. ](https://medrecords.ai/content-hub/guides/) [ #### Conferences & events Workers comp, claims, insurance and medical-legal conferences. ](https://medrecords.ai/content-hub/events/) [ #### Directories Rosters of examiners, LNCs, and expert witnesses by state. ](https://medrecords.ai/content-hub/directory/) [ #### State matrix report All 10 verified state programs, side by side. ](https://medrecords.ai/content-hub/reports/ime-state-matrix-2026/) See it on a real file before you believe any of this. Medrecords AI reads the file at 100 pages a minute, drafts the deliverable, cites every line back to its source page, and bills per deduplicated page. After the demo, your first case is free on us. - Cited output, not a black-box summary - Duplicates never billed - HIPAA / SOC 2 - Flat 10¢ per page to start [Book a demo →](https://medrecords.ai/demo/) ### More reports - [**How AI changes the claims adjuster's job in injury claims (2026)** — When AI does the reading, what is left for the claims adjuster to do, and what does the job look like in 2027?](https://medrecords.ai/reports/ai-adjuster-injury-claims-2026/) - [**How AI record tools feed life care plan cost projections (2026)** — When AI does the reading, what is left for the life care planner to do, and what does the job look like in 2027?](https://medrecords.ai/reports/ai-record-tools-life-care-plan-costs/) - [**How AI summaries fit California QME med-legal reports (2026)** — When AI does the reading, what is left for the QME to do, and what does the job look like in 2027?](https://medrecords.ai/reports/ai-summaries-california-qme-reports/) - [**How top claims teams use AI for medical review (2026)** — What do the best-run claims teams do differently with records and AI in 2026?](https://medrecords.ai/reports/adj-06-what-the-top-10-of-claims-teams-look-like-in-2026/) - [**How top IME practices use AI for record review (2026)** — What do the best-run IME practices do differently with records and AI in 2026?](https://medrecords.ai/reports/ime-05-what-the-top-10-of-ime-practices-look-like-in-2026/) - [**How top legal nurse consultants work in 2026** — What do the best-run LNCs do differently with records and AI in 2026? 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