Three labels, three different meanings
- Verified fact is supported by identified evidence.
- Inference is ChoiceMosaic's interpretation of verified facts.
- Commercial placement identifies affiliate-supported or paid placement.
Recommendations
Recommendations must fit the audience, conditions, and criteria stated on the page. Commercial availability cannot compensate for a failure to meet the declared user-fit threshold. A non-affiliate product may be selected as the best option when the evidence supports that result.
Experience and attribution
We do not fabricate reviews, experts, testimonials, quotations, or hands-on experience. Direct testing is described only when it occurred, and important third-party ideas or findings are attributed rather than presented as original work.
Automation and editorial review
AI may assist research, drafting, audits, and maintenance. Automated output remains subject to the same evidence and disclosure rules as human-produced material. Material conclusions, source conflicts, legal documents, and other sensitive changes require human review.
Commercial language
We do not use fabricated urgency, invented discounts, fake scarcity, or unsupported superlatives. Affiliate duration and pricing claims require current evidence and must not be inferred from marketing language alone.
Corrections and updates
Suspected errors can be submitted through our corrections process. Verification dates reflect a substantive review, and material corrections should be recorded on the affected page.