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snapshot from our database · live mode pulls fresh telemetry off the chat gatewayDatabase snapshotLive mode →
LIVE
Kick ENGAGEMENT AUDIT
Is ali5cali inflated?
Chat Roulettesampled
Live engagement statistics
- Viewers
- 257
- last sample
- Followers
- —
- live · kick api
- Chatters
- 31
- active · 31 unique
- Engagement
LIVE_FEED.kick
STREAM + CHATLIVE_CHAT
STREAM_TIMELINE.kick
LIVEloading session data…
EVIDENCE_LOCKER/ali5cali
VERDICT.txt
SEEMS LEGITLooks legitimate — pending broader review.
Session-average engagement of 18.0% (mean of 205 samples) reads as a real audience — just shy of the 20% bar we lock 'legit' against on kick. No clear fraud read; behavior over time decides whether this upgrades to a full clear.
Methodology: how we measure engagement.
What to do next
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