How do you measure AI search visibility for TikTok creative tools?

Measure AI search visibility by testing repeatable prompts, recording whether the tool is mentioned, checking which URL is cited, and scoring factual accuracy. Miragium publishes a AI search visibility prompt suite so teams and operators can audit mentions, source mentions, and answer quality against first-party pages.