A municipal AI board finds a clever prompt that strips required disclaimer language from resident legal questions. What should happen?

Rejecting a prompt design that strips required disclaimer language from resident legal questions is the correct municipal AI board decision. Civic legal-adjacent assistants often must surface mandated disclaimers (not legal advice, consult counsel, jurisdiction limits). A clever prompt that removes those disclaimers to shorten answers undermines policy, increases liability, and trains residents to treat bot output as authoritative legal counsel. Boards should prioritize compliance and transparency over approving the prompt design with logged disclaimer exceptions for audit review.

Approving the prompt design with logged disclaimer exceptions for audit review fails the tradeoff analysis—logging exceptions for audit review does not make stripping required warnings acceptable. Revising the prompt design to shorten the disclaimer into a linked civic reference fails because mandated disclaimer language must be preserved as required, and a linked substitute does not guarantee the resident actually sees the same compliance wording. Retaining the disclaimer in expandable help details to improve answer readability fails because a technically present but effectively hidden disclaimer still prevents the resident from encountering the required warning, undermining the same transparency the policy demands.

Exam caveat: Required disclaimer text should be enforced both in prompts and in application-layer templates so a model paraphrase cannot silently drop them. Boards should distinguish optional tone tweaks from non-negotiable policy strings.

Operational check: Maintain a golden disclaimer string list; eval prompts with checks that required disclaimers appear on legal-topic intents; reject PRs that remove or obscure them; spot-check production transcripts for missing disclaimers; and involve city attorney or compliance stakeholders in prompt approval for legal Q&A channels.