NZAI Security
Editorial Standards

How guidance on this site is reviewed and published

NZAI Security aims to publish practical guidance that is clear, careful, and worth trusting. Accuracy outranks volume, and judgment outranks automation.

Core principles

  • Practical usefulness comes before content volume.
  • Trust-sensitive topics should be handled carefully and in plain English.
  • Security, privacy, and verification matter more than hype.
  • Readers should be able to understand what a page is trying to help them do.

Sourcing and review

Important factual claims should be checked against primary sources, official guidance, platform documentation, or other reputable material before publication.

Not every page will be exhaustive, but trust-critical guidance should not be published casually.

How AI may be used

AI tools may assist with outlining, drafting, editing, summarising, or organising material. They do not replace final editorial judgment.

Pages that affect trust, privacy, security, or public understanding should be reviewed with human judgment before publication.

Updates and corrections

If a page becomes misleading, outdated, or materially wrong, it should be corrected, clarified, or removed.

The goal is not to preserve volume for its own sake. The goal is to keep useful pages reliable.

What these standards are meant to prevent

  • Thin content written only to chase search traffic
  • Overconfident claims that hide uncertainty
  • AI-first publishing that weakens trust
  • Fear-based security writing that creates heat but not clarity
  • Public guidance that sounds impressive but is not useful in real education settings