NewMissing Records Detection: flags every visit, provider, and date missing from the file. See how →

LNC AI vendor watch

New tools and pricing, Q4 2026

17 vendors name legal nurse consultants on their own pages. 13 say their output cites the source page. 9 publish a price.

By Ahmed Jemaa, Co-Founder & CEO of Medrecords AI · Published 7 Sep 2026 · Updated 14 Sep 2026 · Sources checked 13 Aug 2026 to 7 Sep 2026Summarize with ChatGPT, Claude, Perplexity or Google AI

The vendors that name LNCs, and the page we read

VendorPage we readCapturedSite change, 180 daysFlags
EZ-Medical AIPage written for legal nurse consultants2026-09-07not in chartnone
SecondLook HealthHomepage2026-09-07not in chartnone
marker-group.comCompany history page2026-08-13not in chartnone
precedent.comArticle on AI medical chronologies2026-08-1320%price page
RecordReview.ai (InnovAI)Homepage2026-09-07not in chartnone
trialline.netBlog post on chronologies for LNCs2026-08-130%price page

How many vendors are behind the numbers on this page?

17. A vendor is counted for legal nurse consultants 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
17Vendors counted
124Sources linked
1094Pages captured
172Reviews coded

The article

What changed in the last quarter for AI tools sold to the LNC: new vendors, launches, pricing, language?

What the data says
  • 17 vendors name legal nurse consultants on their own commercial pages. 13 of them say the output cites back to the source page.
  • 9 of 17 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.
2 of 6
named vendor pages are articles
not product pages
6 of 17
publish an llms.txt file
pulled 2026-09-06 to 2026-09-07
12 of 17
publish sitemap dates we can measure
the rest are recorded as not measured
1
block AI crawlers in robots.txt
in this audience set

How vendors reach legal nurse consultants

The LNC set is the smallest in this series, 17 vendors. Of the 6 vendor pages named in sources, 2 are articles rather than product pages: precedent.com and trialline.net reach LNCs through posts about building a medical chronology. That is the deliverable many LNCs bill for, so these vendors are pitching the LNC and, at the same time, offering a cheaper route to the LNC's own client.

Of the named pages, only EZ-Medical AI has a page written for legal nurse consultants by role. The rest name the audience in passing, on a homepage or a company history page.

Citation claims are common here

13 of 17 say the output cites back to the source page (76%), the highest share of the 3 audiences in this series. Among claims vendors, it is 12 of 34 (35%). Among QME vendors, it is 9 of 23 (39%). A citation claim is easy to print and hard to check from a website. Ask for a sample chronology on a record you already know, then trace 10 entries back to the page they cite.

Who is shipping

The chart counts the share of dated sitemap URLs that changed in the last 180 days. It measures the website, not the product.

Which sites are actually shipping

share of dated sitemap URLs changed in the last 180 days

the vendor100%the vendor100%the vendor (Medicolegal Intelligence LLC)100%the vendor84%the vendor80%MedChrons74%the vendor74%the vendor71%precedent.com20%the vendor18%the vendor11%trialline.net0%

Measured from public sitemaps on 2026-09-06 to 2026-09-07. 5 vendors in this set publish no lastmod dates, so their velocity is recorded as not measured rather than as zero.

Medicolegal Intelligence LLC changed 100% of its dated URLs and MedChrons 74%. precedent.com changed 20% and trialline.net 0%: trialline publishes sitemap dates, and none moved in 180 days. A 0 here is a measured 0, not a missing value.

Prices

9 of 17 LNC vendors publish a price a buyer can act on without a sales call (53%), the highest share of the 3 audiences in this series. Among claims vendors, it is 9 of 34 (26%). Among QME vendors, it is 8 of 23 (35%). An LNC working alone can buy on a printed price without a procurement process. The named examples in sources are precedent.com and trialline.net.

Openness

6 of 17 publish an llms.txt file and 1 blocks AI crawlers in robots.txt.

What to watch next quarter

  • Whether more vendors add a page written for LNCs by role, as EZ-Medical AI has.
  • Whether the chronology vendors start selling to attorneys directly, around the LNC.
  • Whether trialline.net's site starts moving again.
  • Whether any vendor publishes an error rate on a chronology, not only a citation claim.

Methodology

This is a secondary-research study, not a survey. The LNC set mixes 2 sources: vendors from our 2026-08-13 deep scrape, and vendors found in a targeted discovery pass on 2026-09-06 and 2026-09-07.

This article
17vendors counted
5677coded evidence rows
1094pages captured
172reviews coded

What we did

  1. A vendor counts for LNCs only when its own site names legal nurse consultants. An article on the vendor's own site counts; a third-party listing does not.
  2. Discovery-pass vendors were scraped shallowly, often 1 page, so a missing claim is more likely to be a page we did not read.
  3. Sitemaps, llms.txt and robots.txt were pulled live on 2026-09-06 and 2026-09-07.

What this cannot tell you

This measures what vendors publish, not what their software does. 17 vendors is a small set. 1 vendor changes a share by about 6 points, so read the percentages as rough. Every count is over this vendor set on these dates. It is not a market share estimate.

Sources

124 sources. Every figure in this article traces to one of them. External links are marked nofollow and open in a new tab.

Vendor pages that name legal nurse consultants (17)

Pricing pages (8)

Prices as of 7 Sep 2026.

Reviews and threads quoted (16)

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.

Frequently asked

How many vendors are behind the numbers on this page?

17. A vendor is counted for legal nurse consultants 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.

How many LNC vendors say their output cites the source?

13 of 17 (76%), the highest share in this series. Among claims vendors it is 12 of 34 and among QME vendors 9 of 23. Check it on a sample chronology before you buy.

Do AI tools for LNCs publish prices?

9 of 17 publish a price a buyer can act on without a sales call, more than half, which is the highest share in this series. precedent.com and trialline.net are the named examples.

Why do blog posts count as vendor pages here?

A vendor counts when its own site names LNCs. For precedent.com and trialline.net that mention is an article about building medical chronologies. It is the vendor's own copy, and the table marks the page type.

Which LNC vendor sites are still changing?

Medicolegal Intelligence LLC changed 100% of its dated sitemap URLs in 180 days and MedChrons 74%. precedent.com changed 20%. trialline.net changed 0%: it publishes dates and none moved.

How Medrecords AI does this work

Explore the content hub

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