Risk-tier claims, prefer primary evidence, preserve context and keep a claim-to-source record that supports corrections and freshness.
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Direct answer
Fact-check claims, not paragraphs. Identify every material assertion, rate its harm and volatility, trace it to the strongest available source, verify that the source supports the exact wording and context, and record reviewer and date. A citation is not proof when it is derivative, outdated or unrelated to the specific claim being made.
Key takeaways
| Tier | Example | Required handling |
|---|---|---|
| 1 | Stable definition | Credible reference; periodic review |
| 2 | Platform behavior, price, benchmark | Primary/current source, accessed date, freshness trigger |
| 3 | Causal/comparative claim | Method/source scrutiny and qualified language |
| 4 | Health, legal, finance, safety, privacy | Qualified reviewer and jurisdiction/source gate |
Check authority for this specific claim, proximity to original evidence, method transparency, date/version, independence/conflict, jurisdiction/population, quote context and retrievability. Competitor or vendor material can document what that party says; it should not become neutral authority by repetition.
For research, read the original paper or dataset where possible. For platform behavior, use current operator documentation. For law or regulation, use the applicable government, regulator or professional body. If the available evidence cannot support the desired wording, narrow or remove the claim.
Journalistic verification guidance favors original sources and checking claims separately.
Store claim ID, final wording, risk tier, source locator, supporting passage or data, caveat, reviewer, accessed/review date and refresh trigger. Corrections preserve the previous version and the reason for the change.
A vendor says its tool improves AI citations by 47%. Without sample, counterfactual and definition, the article may report the vendor's claim with attribution only if useful; it cannot present 47% as an established effect.
Google asks whether content presents information in a trustworthy way with clear sourcing and creator evidence.
Taskcover's Content Marketing service can help build a claim register and review cadence that keeps published content defensible.
A paragraph can mix several assertions of different risk. Checking at the claim level lets each assertion get the source strength and review its specific risk tier requires.
Yes, but only as an attributed statement of what the vendor reports, not as neutral fact — unless the underlying method, sample and counterfactual are transparent enough to support a stronger claim.
The previous version and the reason for the change, alongside the updated wording, source locator and reviewer date, so the correction history stays auditable.
Taskcover can help design a claim register and source rubric that scales editorial fact-checking without slowing production to a crawl.
Data Journalism Handbook · Accessed: July 13, 2026
Google Search Central · Accessed: July 13, 2026
Build accountable content states, risk-based reviews, evidence records, exceptions and maintenance from idea through retirement — one operating system, not a style guide alone.
A practical content authority framework for search intent, information gain, expert input, entity coverage, citation-worthy assets, digital PR, internal links, conversion paths, and refreshes.
Assign real creation and review responsibility, disclose relevant qualifications and avoid decorative expertise or invented reviewer signals.
Use the free audit or a strategy call to map these frameworks to your current website, market, and revenue goals.
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