How To Build An Editorial Review Checklist For AI News

Fast Coverage Needs Shared Guardrails

A checklist is not bureaucracy. It is the shortest path to repeatable quality when teams publish on a schedule and cannot renegotiate standards every day.

• Headline matches the evidence, not just the hype.
• Each major factual claim has a source path.
• Caveats and rollout limits are visible.
• Sections are scannable and relevant to the publication audience.
• Contact or correction path is visible on the public site.

The checklist works best when it is short enough to use and strict enough to catch errors. That balance is what turns standards into habit.