Solo blogger
You publish regularly and want an ai writer to help with outlines and first drafts. Count the time spent adding firsthand detail, checking claims, and making each post distinct; a short draft is not automatically a quick publication.
Compare completed posts, including revisions, rather than the number of drafts produced.
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Student researcher
You need a starting structure for an assignment. An alternative may suggest an organization, but you still need to verify sources, follow course rules, and write in your own voice.
Include research and citation checks in any estimate of time saved.
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Content editor
You review several contributors' drafts. If an ai writer produces plausible but generic passages, the real cost may fall on your editing queue instead of the person creating the first draft.
Track editor minutes and the number of substantive corrections per finished piece.
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Small-team marketer
You need copy for different audiences and formats. A free alternative can be useful for exploring angles, while approval, brand review, and factual sign-off remain part of the workflow.
Judge the draft that passes review, not the option that generates the most variations.
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