Clean Floor Lab publishes reader-first guidance for U.S. shoppers. Our goal is to make each page useful enough to stand on its own, with clear sourcing limits, practical decision criteria, and transparent editorial standards.
How We Research
We use available product details, manufacturer information, retailer listings, public documentation, and editorial judgment to identify the trade-offs that matter before a reader acts.
We do not test products hands-on. Our pages are built from manufacturer documentation, specifications, retailer listing details, and comparison context. Pages should not imply firsthand use, long-term ownership, or measured performance, and we do not publish owner reports or review scores that we have not collected and checked ourselves.
Product recommendations are selected for buyer fit, category relevance, trade-offs, supportability, and available product details. Affiliate links do not decide whether a product belongs in a recommendation.
Evidence Labels
Pages use evidence labels such as editorial research or structured product research. Claims should match the documentation, specifications and retailer details actually reviewed. A manufacturer’s claim is a claim, not a measurement.
High-Risk Topics
When a topic touches health, safety, pets, tools, electrical work, career outcomes, or other areas where a bad decision can cause harm, we add stronger limits and point readers toward qualified professionals, product labels, manuals, or official guidance when appropriate.
Affiliate Links
Some pages may include affiliate links. We may earn a commission if a reader buys through those links, but recommendations should remain based on fit, usefulness, and clearly explained trade-offs.
Updates and Corrections
We update pages when product availability, specifications, category standards, or reader needs change materially. Robot vacuum lineups turn over quickly, so older pages may name models that have since been replaced; where we have found this we add an availability notice. If we find a factual issue, misleading claim, or product mismatch, we correct, rewrite, or remove the affected content.
Contact
Questions or corrections can be sent to [email protected].