Where does fact-check get information on a product to make a decision on its effectiveness and safety?

Checked on January 24, 2026
Disclaimer: Factually can make mistakes. Please verify important information or breaking news. Learn more.

Executive summary

Fact-checkers assemble judgments about a product’s effectiveness and safety by combining primary documentation from manufacturers and regulators, independent test results and expert assessment, public-agency data and scientific literature, and digital verification techniques such as lateral reading and prior fact-checks — all wrapped in newsroom workflows that require sourcing and line-by-line verification [1] [2] [3] [4].

1. Primary documents and the manufacturer’s own claims

The first port of call is the product’s own documentation: marketing claims, specifications, technical datasheets, user manuals, and — when applicable — regulatory submissions such as FDA or other filings; fact-checkers compare those claims against the underlying documents rather than accepting promotional language at face value [2] [1].

2. Regulatory filings, recall databases and safety agencies

Government agencies and their published safety resources provide hard data on hazards, recalls and compliance; organizations like the U.S. Consumer Product Safety Commission publish fact sheets and incident statistics that fact-checkers use to assess risk and historical performance of product classes [5], and fact-checking teams routinely rely on federal and state raw datasets for verification [1].

3. Independent testing and lab reports

Independent test results—from accredited labs, consumer-test organizations, and investigative journalism labs—are essential when manufacturer claims hinge on performance or safety; rigorous fact-check protocols demand access to methodology and test data so conclusions can be reproduced or challenged [3] [2].

4. Scientific literature, clinical trials and expert consultation

For medical devices, supplements, or health-related products, the evidence base in peer-reviewed research, clinical-trial registries, and domain experts is decisive; fact-checkers look for up-to-date, reproducible studies and consult qualified specialists to interpret complexity and to avoid oversimplification of experimental therapies [3] [6] [7].

5. Prior reporting, databases and claim origin tracing

Fact-checkers perform “lateral reading” and search for prior work—other fact-checks, databases, and traceable origins of a claim—to avoid reinventing verification and to locate authoritative primary sources quickly; checking whether someone already evaluated the claim is a standard early move [8] [4] [9].

6. Digital tools, algorithmic aids and manual oversight

Automated tools—Google’s Fact Check tools and other verification toolboxes—help locate prior evaluations and archived content, but fact-checking relies on human judgment to compensate for algorithmic gaps and evolving misinformation formats like deepfakes [10] [11]; the limits of automated detection mean newsroom processes still prioritize human-led source vetting [11].

7. Editorial workflows, documentation and transparency

Professional fact-checking follows structured workflows: annotating drafts, citing every source (contacts, transcripts, studies, screenshots), and line-by-line verification so any claim about safety or efficacy can be retraced to the supporting evidence; this practice is especially strict where public harm is possible, such as medical or diet claims [3] [7].

8. How fact-checkers weigh conflicting evidence and uncertainty

When studies conflict or manufacturers cite unpublished data, fact-checkers present the weight of evidence, flag methodological weaknesses, and note uncertainty rather than delivering a binary verdict; meta-analyses and systematic reviews are used where available to reduce bias, and the timing and framing of corrections is informed by research on effectiveness of debunking [12] [11].

9. Limits, agendas and source scrutiny

Fact-checkers scrutinize potential conflicts of interest—industry-funded studies, advocacy groups with a stake, or platforms that amplify particular outlets—and disclose these when relevant, because source selection and platform incentives can skew what evidence is available or prominent [1] [13].

Want to dive deeper?
How do regulatory approval processes (FDA, CPSC, CE) differ in the evidence they require for product safety?
What independent testing labs and consumer organizations are most credible for evaluating electronics and health products?
How should journalists and consumers interpret manufacturer-funded studies versus independent peer-reviewed research?