Industry guide

Content accuracy software for education publishers: exam formats, specifications and statistics change

If you publish study guides, exam-prep pages, course explainers or reference content, some of your facts have a shelf life. This page shows real examples of education facts that changed, and what a re-check looks like.

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Facts checked 2 November 20264 min readEvery claim sourced

Key takeaways

Education pages carry facts that exam boards, test makers and statistics agencies change: test formats, first-teaching dates, enrolment figures.
Most tools in this space check content once, as it is written, or align it to standards. Few re-check pages that are already live.
Veritas re-checks published claims against outside evidence on a schedule and queues the changed ones for an editor. It doesn't align content to curriculum standards.

Search for content accuracy software for education publishers and you find a few vendors who review content as it is authored, tools that align material to standards, and directory listings for AI-text detectors. None of the pages we read describes re-checking pages that are already published.

This page is checked on 2 November 2026. It uses dated changes from exam boards and statistics agencies to show how education facts go out of date, and says plainly what Veritas covers and what it doesn't.

Education facts that changed, with dates

These are changes published by the bodies that own the facts. A study guide written before them would now be wrong.

ACT

In an August 2025 post, ACT said the enhanced ACT cut total test time by 75 minutes and 44 questions, made Science optional, and gave maths four answer choices instead of five. A guide describing a four-section composite or five maths choices is out of date for the enhanced test.

AQA Psychology

AQA's notice of 22 October 2024 said the AS and A-level specification content changed for first teaching in September 2025, with the first AS exams in summer 2026 and A-level exams in summer 2027. Old sample materials were to be labelled no longer suitable as practice papers.

Pearson Edexcel GCSE History

A notice of 26 February 2024 described an amended assessment model for first assessment in summer 2025, with changed paper timings and a split first question on Paper 1.

NCES

The 2025 Condition of Education said NCES updates indicators on a rolling basis. A page that quotes an indicator can fall behind without anyone editing it.

Why education pages go stale

An exam format changes once, and every guide that describes the old format becomes wrong. The guide may rank, get linked to and be trusted for years.

The facts belong to someone else

Exam boards, test makers and agencies change them on their own timetable.

The change is announced once

If nobody on your team is tracking that body, the first you hear is a reader's email.

Old pages stay live

Study guides and explainers keep earning traffic after the examples in them stop being right.

Readers act on them

Students and parents plan study time and applications around what the page says.

What the tools in this space check

We read the vendor pages that came up for this search. These are their descriptions, not our tests.

Authoring-time review

CYPHER Learning described an accuracy tool in June 2024 that flags inaccurate information in content created inside its learning platform and recommends replacement content.

Standards alignment

DataArt's Edu Guardian lets you upload content, choose a grade, subject, state or standard, and get scores with citations. Its accuracy check is described for video content.

Directory listings

Some results are AI-text detectors, which answer a different question.

None of the pages we read describes re-checking published pages on a schedule.

See which facts on your site have gone out of date.

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What Veritas does for education publishers

Veritas is an autonomous fact-maintenance agent. It reads your sitemaps and feeds, finds the claims on each page and checks them against evidence from outside your own site.

Claims it checks

Statistics, dates, who holds a role, quotes, events, scientific and medical facts, comparisons and superlatives. It skips opinion and prediction.

Evidence

It excludes your own pages, prefers primary sources and uses the trusted domains you list, such as exam boards and agencies.

Verdicts

Supported, contradicted, outdated, misleading or unverifiable, with citations.

Editor queue

Each flagged claim shows the evidence and a suggested rewrite you can apply in one click.

Re-checks

Pages are checked again after 7, 45 or 365 days depending on the claim, and an issue closes when the sentence changes.

A re-check routine for study content

Whether or not you use a tool, give each type of page a re-check rhythm.

Exam formats and dates

Check at the start of every exam cycle and whenever the board posts a notice.

Specifications and first-teaching dates

Check when the board announces changes.

Statistics

Check when the agency rolls its indicators forward.

Practice materials

Remove or label anything the board has marked as no longer suitable.

Honest limitsWhen Veritas isn't the right fit

Veritas isn't the right fit if you need content aligned to curriculum standards, scored by grade level, or checked for accessibility. It doesn't do those jobs.

It also isn't a plagiarism or AI-text detector, and it doesn't check content inside a learning platform. It is for the public pages you have already published.

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 content accuracy software for education publishers?

Software that checks the facts in educational content. Some tools review content as it is authored or align it to standards; Veritas re-checks pages already published.

How often should study guides be re-checked?

It depends on the fact. Exam formats and specifications change on the board's timetable, and statistics change when agencies update their indicators. Veritas re-checks claims after 7, 45 or 365 days depending on the type.

What education facts change most often?

In the examples we found: test formats, first-teaching and first-exam dates, practice paper status and published statistics.

Is Veritas the same as a standards alignment tool?

No. Alignment tools match content to standards. Veritas checks whether the claims on published pages are still true.

Does Veritas detect AI-written text or plagiarism?

No. It checks whether claims are true, not who wrote the text.

Which sources does Veritas use as evidence?

It searches outside your own pages, prefers primary sources and uses the trusted domains a publisher lists.

Keep every page true

Veritas re-checks the facts across your published pages and hands editors a sourced fix when one goes stale.

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Related guides

Outdated knowledge base articles detector for help centresAn outdated knowledge base articles detector should find the help articles that are wrong, not just the ones that are old. Veritas reads public help-centre pages and flags claims that outside evidence shows are out of date.
A fact checking tool for editors who answer for everything that's publishedMost tools sold as a fact checking tool for editors check one draft at a time. Editors are responsible for much more: copy from many contributors, headlines, corrections and every story already in the archive. Veritas keeps checking that published work and puts the problems in one queue.
Content decay tool: catch the facts going stale, not just the trafficA content decay tool usually tells you which pages lost clicks. Veritas works one step earlier: it re-checks the claims on your pages and flags the statistics, dates and facts that have gone out of date, often before rankings move.
Fact checking software for legal publishers: keep guides and blogs currentFact checking software for legal publishers usually means tools that check briefs and filings. If your problem is public guides and blog posts going out of date as statutes and rulings change, Veritas re-checks the factual claims on those pages.

6 sources, checked 2 November 2026