Our buying guides help readers compare products and understand their trade-offs. A recommendation is not a promise that a product will work for everyone. The article should tell you how its selections were made.
What our labels mean
- Tested by LoudFact: hands-on testing by an identified contributor. The article must explain the products, conditions, criteria, duration and limitations, with original evidence where available.
- Expert pick: a recommendation from a named person with relevant, verified qualifications. The article should explain their reasoning and any commercial relationship.
- Research pick: an editorial comparison using specifications, documented evidence and other attributable research. This does not mean we used the product ourselves.
- Reader favorite: a result from a disclosed reader survey, with sample size, dates and limitations.
- Sponsored: paid content or placement, clearly identified separately from independent selections.
How comparisons should work
We consider the reader’s needs, suitability, cost, product information, safety limitations and available alternatives. Specifications and prices need a source and a check date. Testing criteria should be explained before any score. A numerical score must not imply a lab test or hands-on experience that did not happen.
Our existing archive
We are reviewing older guides as LoudFact develops its women-first direction. An older ranking, star rating or “best” headline is not proof of independent testing. Where a page does not document first-hand testing, treat its recommendations as research-based guidance and check important details with the manufacturer or seller.
Independence and corrections
Affiliate links may support our work. Commissions must not determine a winner, and supplied samples or sponsorship must be disclosed. See our affiliate disclosure. To question a claim or report an unexplained score, send the article link and supporting details.