Fact checking software for healthcare publishers
Health guidance changes after your articles go live. Fact checking software for healthcare publishers needs to catch that, not only check drafts. Veritas re-checks the claims in your published library and flags the ones that are now out of date.
Key takeaways
- Health guidance changes after publication: US screening ages moved in 2021 and 2024.
- Google gives more weight to trust on health topics, and FTC rules reach sponsored health content.
- Veritas re-checks the medical claims in your live library so reviewers see what changed, with evidence.
A health article can be carefully written, medically reviewed and correct on the day it is published, then become wrong without a single word changing. A screening age moves. A drug's status changes. A guideline is replaced.
This guide shows how health content goes out of date, using real guideline changes, what is at stake for publishers, how review teams handle it today, and where software can help a medical reviewer rather than replace one.
How health content goes out of date: three real examples
Guidance bodies revise their advice as evidence changes. Each revision can make a large number of published sentences wrong at once.
On 30 April 2024 the US Preventive Services Task Force finalised a recommendation that women aged 40 to 74 be screened every two years. Its 2016 advice had left the decision for women in their 40s to the individual and their clinician. An article written in 2023 that described the old advice is now out of date. Source: USPSTF
In May 2021 the Task Force lowered the recommended starting age from 50 to 45. "Screening starts at 50" became wrong for US readers. In England, the NHS bowel screening programme still covers ages 50 to 74, so the same sentence can be right or wrong depending on the audience.
In November 2024 the FDA proposed removing oral phenylephrine as an over-the-counter nasal decongestant ingredient because it is not effective for that use, after an advisory committee reached that conclusion in 2023. Articles that describe it as an effective decongestant now need a closer look, and the proposal's status needs checking as it moves forward.
None of these was an error when first written. That is why a check on the draft alone isn't enough for health content.
What is at stake for health publishers
Google says its systems give even more weight to content with strong experience, expertise, authoritativeness and trust (E-E-A-T) for topics that could significantly affect people's health, financial stability or safety, which it calls "Your Money or Your Life" topics. Of those signals, it says trust is the most important. Its guidance on helpful content also asks whether content has easily-checked factual errors.
People act on health pages: when to get screened, which medicine to buy. An out-of-date age or dose is a practical risk, not a style issue.
The FTC's Health Products Compliance Guidance (December 2022) expects health claims in advertising to be backed by competent and reliable scientific evidence, generally randomised, controlled human trials. Its examples show the rules reach a marketer's paid content about health products, such as a sponsored blog post, while an independent book with no link to any seller is treated as outside its advertising rules. If you run sponsored or affiliate health content, those pages carry this extra exposure.
How health publishers keep content accurate today
Large health publishers describe careful processes on their own sites:
WebMD says each completed story is reviewed by a physician editor for accuracy before publication. Healthline says clinical content goes through review by a network of healthcare professionals and that it updates articles when new information becomes available.
NHS condition pages show when a page was last reviewed and when the next review is due. On the bowel screening page, those dates are three years apart.
That show readers who checked the piece and when.
These processes are strong at the moment of review. The weak point is the gap between reviews. Guidance bodies don't publish on your review calendar, and a reviewer can't re-read every article in a large library each time a guideline changes.
Which fact checking tools fit which health content job
Search for medical fact checking tools and you will find several different kinds of product:
2 Minute Medicine's HypeCheck scores a pasted article or URL and compares its claims with published research and guidance. It is built for readers and clinicians checking someone else's story.
Medical, legal and regulatory (MLR) review software and tools such as PharmaText check promotional claims against your reference documents before approval.
Tools such as Originality.ai's fact checker or Manus label claims in a draft true or false with sources.
Re-checking the claims on live pages, on a schedule, and flagging those overtaken by new guidance. This is the job Veritas does.
Most health publishers need the last kind in addition to their editorial review, because it covers the time after publication.
See which facts on your site have gone out of date.
Request early accessHow Veritas supports a medical review team
Veritas is an autonomous fact-maintenance agent for publishers. It runs in the cloud on a schedule and is built for editors and standards desks, content teams and publishers with large archives.
It picks up new and updated pages from your sitemaps and RSS or Atom feeds.
Including scientific and medical facts, statistics, dates, who holds a role and attributed quotes. Opinion and prediction are skipped.
Prefers primary sources such as official records and peer-reviewed papers, and lets you list the source domains you trust. A US site might list USPSTF and FDA pages; a UK site, NHS pages.
Supported, contradicted, outdated, misleading or unverifiable. "Outdated" means it was true when published and isn't now, which is exactly what a guideline change produces.
Each with evidence, citations and a suggested rewrite. Your clinician decides; the rewrite applies in one click once they approve it.
Time-sensitive claims are checked again on a schedule, and unchanged claims are never re-checked or paid for twice.
Each page gets a health score, the share of its checked claims that are not problems, which helps you decide where your reviewers' time goes first. Veritas also has a pre-publish check for drafts. For the general problem, see our guide to outdated content detection.
A review routine for a health library
Search your library for the affected topic and queue those pages for clinical review the same week, rather than waiting for each page's review date.
Clear the queue of flagged claims, starting with the most-read pages and the claims that affect what readers do (ages, doses, eligibility).
Cite the guidance itself, not a news story about it, and update the visible review date because the page really changed.
Record "not an error" with a reason. Veritas uses editors' decisions to stop raising the same false alarm.
Veritas exports every page version, claim, piece of evidence, verdict and editor label as a versioned dataset in your own storage.
Write for the reader's country
Health guidance is local. The colorectal example shows it: a US page should say screening starts at 45, while an NHS-focused page correctly says 50. A checker that compares your sentence with the wrong country's guidance will raise false alarms or, worse, suggest a wrong fix.
State the country or guidance body in the sentence ("the US Preventive Services Task Force recommends...") so readers and reviewers know which source applies, and point any checking tool at the sources that match your audience.
Honest limitsWhen Veritas isn't the right fit
That needs formal MLR approval: use MLR review software built for that process.
One article at a time: a reader tool like HypeCheck is quicker.
Veritas finds and evidences possible problems; a qualified reviewer should still sign off health content.
Veritas reads the HTML a page serves.
Read more about Veritas or other teams it is built for.
How Veritas works
- Finds your pagesReads your sitemaps, Google News sitemaps and RSS or Atom feeds on a schedule.
- Pulls out the claimsStatistics, dates, who holds a role, quotes, events. Opinion is skipped.
- Checks the evidenceSearches outside your site and prefers primary sources.
- Hands editors the fixConfident findings only, with citations and a one-click rewrite.
Frequently asked questions
What is the best fact checking software for healthcare publishers?
It depends on the job. For checking drafts, general AI fact checkers and your medical review process cover it. For promotional pharma content, MLR review software. For keeping a published health library accurate as guidance changes, Veritas re-checks the claims on live pages and flags the ones that are now outdated.
How often should health content be reviewed?
Some publishers set fixed review dates; NHS condition pages, for example, show a next review date. Fixed dates miss guidance that changes in between, so pair them with re-checks triggered by changes in the evidence.
Can software replace a medical reviewer?
No. Software can find claims that may be out of date and show the evidence, which saves reviewers time. A qualified reviewer should still decide what the page says.
Does Google rank health content differently?
Google says its systems give more weight to strong E-E-A-T on topics that can significantly affect health, which it calls Your Money or Your Life topics, and that trust matters most among those signals.
Do FTC rules apply to health publishers?
The FTC's 2022 Health Products Compliance Guidance covers advertising for health products. Its examples show it reaches a marketer's paid content, such as a sponsored blog post, while an independent book with no link to any seller falls outside it. Ask your counsel how it applies to your pages.
Can Veritas check health claims against sources I choose?
Yes. Veritas prefers primary sources such as official records and peer-reviewed papers, and each publisher can list the source domains it trusts.
Keep every page true
Veritas re-checks the facts across your published pages and hands editors a sourced fix when one goes stale.
Request early accessRelated guides
- Fact checking software for journalists: check the story, then keep it rightMost fact checking software for journalists helps you test claims before a story runs. Veritas covers the other half of the job: it keeps re-checking the facts in stories you have already published and tells you which ones have gone wrong.
- Content accuracy software for financial publishersContent accuracy software for financial publishers has one job compliance tools don't do: noticing when a rate, limit or rule in an article you published last year is no longer true. Veritas re-checks those claims on a schedule and flags the ones that have gone out of date.
11 sources, checked 29 October 2026
- USPSTF: Breast cancer screening final recommendation (30 Apr 2024)
- USPSTF: Colorectal cancer screening final recommendation (18 May 2021)
- FDA: proposal to end use of oral phenylephrine as an OTC nasal decongestant (7 Nov 2024)
- NHS: Bowel cancer screening (reviewed 11 Oct 2024)
- Google Search Central: Creating helpful, reliable, people-first content
- FTC: Health Products Compliance Guidance (Dec 2022)
- WebMD: Editorial policy
- Healthline: About us
- 2 Minute Medicine: HypeCheck (seen 2026-10-29)
- Manus: fact checker playbook (seen 2026-10-29)
- Originality.ai: fact checker (seen 2026-10-29)