The low-impact-use assumption no longer holds: Which prior assumption no longer holds?
The system moved from internal drafting to public targeted advertising, invalidating the assumption that its use was low impact.
The question
A media company previously used an AI writing assistant only for internal drafts reviewed by editors. It now proposes generating targeted political advertisements for public release, using audience data not present in the original evaluation. Which prior assumption no longer holds?
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- The company can preserve its existing approval records for auditability.Existing records may support traceability, but recordkeeping does not make the new audience, purpose, or impact equivalent to the former use.
- The vendor’s technical documentation remains relevant to deployment.Documentation may remain relevant, but the changed use does not invalidate the assumption that technical information can inform governance.
- The low-impact-use assumption no longer holds. ✓Public targeted political advertising introduces a more consequential use and different data population than the internally reviewed drafting scenario.
- Editors can still provide useful feedback on generated content.Editorial feedback may remain valuable, but it does not establish that public targeting resembles low-impact internal drafting.
The trap
Compare purpose, population, data, and impact—not merely whether the underlying model stayed the same. How to remember it
The system moved from internal drafting to public targeted advertising, invalidating the assumption that its use was low impact.
How many of these would you get right?
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