Trust and methodology

Editorial work should show its sources, limits and accountability.

This policy explains standards for Vibra’s static articles and guides. It does not claim independent certification or error-free publication.

Editorial standards

Vibra’s positioning is human-led: judgement and approval remain with people.

01

Human review

Articles and guides receive human editorial review. Bylines use only sourced team names and roles.

02

Sourcing

External statistics identify sources. Case metrics link to published case pages and retain stated time frames.

03

Corrections

Material errors should be raised through the contact route and corrected. A reviewed date appears only when a source date exists.

04

AI assistance

AI may assist organization, drafting or QA but does not replace human approval. Fabricated clients, credentials and claims are unacceptable.

05

Commercial context

Readers should distinguish education, illustrative examples and service claims.

06

Limitations

Search and answer outputs vary. Samples are not guaranteed outcomes.