Give measurement a framework
NIST's AI Risk Management Framework includes measurement and management. It does not provide a ready-made tourism visibility score.
Our recommendation is to record pre-change questions, language, observation time and interface. Completely different follow-up questions cannot isolate the effect of a content repair.
Keep comparisons consistent
- Guest situation and geographic scope.
- Question wording and language.
- Rules for assessing mentions, accuracy and sources.
Repeated answers may also vary, so one favourable screenshot is weak support for a success story. Show the scope of observations and uncertainty. Completion of the website correction remains a separate, directly verifiable result.
Sources and background
- NIST: AI Risk Management Framework · 2023-01-26
Editorial note: This series uses retrospective editorial dates; the text and illustration were actually created on 17 September 2026. Practical examples are editorial recommendations, not measured customer outcomes.
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