Human review
Articles and guides receive human editorial review. Bylines use only sourced team names and roles.
Trust and methodology
This policy explains standards for Vibra’s static articles and guides. It does not claim independent certification or error-free publication.
Vibra’s positioning is human-led: judgement and approval remain with people.
Articles and guides receive human editorial review. Bylines use only sourced team names and roles.
External statistics identify sources. Case metrics link to published case pages and retain stated time frames.
Material errors should be raised through the contact route and corrected. A reviewed date appears only when a source date exists.
AI may assist organization, drafting or QA but does not replace human approval. Fabricated clients, credentials and claims are unacceptable.
Readers should distinguish education, illustrative examples and service claims.
Search and answer outputs vary. Samples are not guaranteed outcomes.