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snapshot from our database · live mode pulls fresh telemetry off the chat gatewayDatabase snapshotLive mode →
LIVE
Kick ENGAGEMENT AUDIT
Is bigmamaash inflated?
Grand Theft Auto V (GTA)sampled
Live engagement statistics
- Viewers
- 829
- last sample
- Followers
- —
- live · kick api
- Chatters
- 116
- active · 242 unique
- Engagement
LIVE_FEED.kick
STREAM + CHATLIVE_CHAT
STREAM_TIMELINE.kick
LIVEloading session data…
EVIDENCE_LOCKER/bigmamaash
VERDICT.txt
SUSPICIOUSEngagement in the watchlist range — clear flag for review.
Session-average engagement of 12.3% (mean of 264 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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