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LIVE
Kick ENGAGEMENT AUDIT
Is ryochan09 inflated?
IRLsampled
Live engagement statistics
- Viewers
- 221
- last sample
- Followers
- —
- live · kick api
- Chatters
- 14
- active · 32 unique
- Engagement
LIVE_FEED.kick
STREAM + CHATLIVE_CHAT
STREAM_TIMELINE.kick
LIVEloading session data…
EVIDENCE_LOCKER/ryochan09
VERDICT.txt
SUSPICIOUSEngagement in the watchlist range — clear flag for review.
Session-average engagement of 10.0% (mean of 232 samples) sits in the watchlist range — below the 20% legitimacy bar for kick and only just clear of the bot floor. Not damning on its own, but a clear flag if the channel sits down here across sessions.
Methodology: how we measure engagement.
What to do next
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