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snapshot from our database · live mode pulls fresh telemetry off the chat gatewayDatabase snapshotLive mode →
LIVE
Kick ENGAGEMENT AUDIT
Is aruberutomakoto inflated?
IRLsampled
Live engagement statistics
- Viewers
- 305
- last sample
- Followers
- —
- live · kick api
- Chatters
- 52
- active · 175 unique
- Engagement
LIVE_FEED.kick
STREAM + CHATLIVE_CHAT
STREAM_TIMELINE.kick
LIVEloading session data…
EVIDENCE_LOCKER/aruberutomakoto
VERDICT.txt
LEGITEngagement consistent with an authentic audience.
Session-average engagement of 26.1% (mean of 209 samples) clears the 20% legitimacy bar for kick — consistent with a real audience for this category. Averaged across the session, not a single snapshot, so a momentary spike isn't carrying the call.
Methodology: how we measure engagement.
What to do next
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