Editorial resource
Editorial AI quality checklist
A human and technical review sequence before CMS export.

An agent workflow can speed up editorial work, but every output needs clear criteria and evidence. Quality cannot rest on one prompt.
Before drafting
Record the sources, dates, usage rights, and goal of the piece. Separate verified facts, inferences, and open questions.
Before publishing
Check claims and citations against the sources, names and figures, similarity to the originals, the title’s style, and legal or editorial requirements. Record the result of each step and route doubts to an editor. Export only when the agreed checks pass.