Editorial standards

Useful, sourced, and honest about uncertainty.

This policy explains how we create the AI Learning Hub and how readers can ask for a correction.

Our standards

Review and updates

Each resource has a visible review date. We revisit time-sensitive claims, product descriptions, links, and safety guidance when the underlying source changes or a material correction is identified. A resource may be updated without changing its URL; the change is recorded in the product changelog when it affects the website or app experience.

AI-assisted drafting

AI tools may help with brainstorming or language editing, but they are not an editorial authority. A human must check the source, wording, age-appropriateness, privacy implications, and final links before publication. We do not present generated text as expert review.

Corrections and feedback

If you find an error, misleading wording, broken source link, or accessibility problem, email info@vizancia.ca with the page URL and a short explanation. We will investigate, correct material errors, and note the update date. We do not guarantee a particular publication timeline, but we take safety and factual corrections seriously.

Conflicts and sponsorship

Any paid placement, affiliate relationship, or material conflict would be disclosed on the relevant page. The current resource hub is educational content published by Vizancia and is not sponsored by the sources it links to.