Accuracy before certainty
We distinguish verified facts from interpretation and do not invent tests, specifications, prices, or customer experiences.
Useful comparisons
Reviews focus on real decision criteria: intended use, features, limitations, alternatives, support, and long-term fit.
Corrections and updates
Material product or policy changes are reviewed, and factual corrections are made transparently when reliable evidence changes.
Editorial independence
Commercial relationships never determine a conclusion, ranking, criticism, or the facts included in an article.
1. How we research
Primary sources first
We begin with official product pages, manuals, technical documentation, support policies, company information, and other first-party material relevant to the question being answered.
Independent context
Where useful, we compare reputable third-party reporting, specialist publications, and clearly attributed user feedback. A claim is not treated as verified merely because it is repeated online.
No fabricated experience
We do not imply that a product was personally tested unless that testing actually occurred and is described. Research-based reviews are identified by the evidence they use, not dressed up as first-hand experience.
2. How an article is reviewed
Question and audience
Each guide starts with a specific reader decision. The article must explain who the product or service suits, what to compare, and which limitations could change the recommendation.
Claim verification
Specific claims are checked against the available source material. Unsupported numbers, awards, ratings, performance results, and guarantees are removed or clearly qualified.
Clear conclusion
A conclusion must follow from the evidence in the article. We avoid universal “best” claims when the right choice depends on budget, use case, compatibility, availability, or personal preference.
3. Independence and affiliate disclosure
Recommendations are editorial
VibeVic does not sell rankings or positive conclusions. A brand cannot purchase a favorable verdict or prevent us from discussing a meaningful limitation.
Affiliate links
Some articles contain affiliate links. We may earn a commission if a reader purchases through one, at no additional cost to the reader. The presence or commission rate of a link does not change our assessment.
Commercial content is separate
Supporting commercial pages may remain available for direct visitors, advertising, or social campaigns, but they are not presented as editorial reviews and do not define our publication standards.
4. Corrections
Report a factual issue
Readers and brands may report a factual error through our Contact page. Please include the article URL, the disputed statement, and a reliable source that supports the correction.
What happens next
We review the evidence and update material inaccuracies. Feedback does not guarantee removal of a supported opinion, criticism, or conclusion.
5. Updates and freshness
Scheduled reviews
Evergreen reviews and buying guides are revisited when important specifications, product lines, availability, ownership, software support, or policies change.
Publication dates
Dates help readers understand freshness. We do not change a date solely to make an unchanged article appear new; a meaningful update should reflect a meaningful editorial review.
6. Authors and AI-assisted work
Human editorial responsibility
Editors remain responsible for every article published by VibeVic, including its framing, source use, accuracy, disclosures, and final conclusion.
AI is an assistant, not a source
AI tools may help organize research or draft language, but they are not accepted as factual evidence. Generated claims must be supported by the source material and reviewed before publication.
Found a factual error?
Send the article URL and a supporting source. We will review the claim and correct material inaccuracies.
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