Choose your workflow
When not to use it
The right decision depends on the cost of being wrong, the amount of original judgment required, and whether a generic draft would actually help the reader.
Choose this when
The topic is safety-critical, regulated, or legally consequential
Use AI only for tightly supervised support such as outlining or question discovery, then have a qualified person write or verify the final answer.
A confident error can cause direct harm, and SEO AI cannot provide professional accountability.
Choose this when
The page needs first-hand experience or original reporting
Gather the evidence, interview the source, or document the process before using AI to organize notes and improve clarity.
Readers need lived detail and verifiable observations that a model cannot invent responsibly.
Choose this when
The query is repetitive and the page adds no distinct value
Do not publish another lightly edited summary; improve an existing resource or find a narrower, better-supported angle.
More near-duplicate pages increase maintenance cost and can create a poor search experience.