How marketers measure a Kumir
Track CPV after amplification, not vanity view counts on day one.
Count licensed usage, caption #ad, and cost per view after amplification. A 45-second clip is not a six-week influencer OS. Compare against the retainer you would have signed, not against a TV buy.
Kumir analytics for talent stay on /studio/analytics. Brand measurement lives in your own media stack.