Analytics & Bot Detection

• Free tier: basic statistics (chatters, stream time, messages per user), 7-day and 30-day active user counts, and real-time activity ingestion from every platform module.
• Premium: composite A+ through F community health scoring, bad-actor detection and flagging, cross-session user-journey tracking, retention cohort analysis, and engagement funnel analytics.
• Bot-detection scoring combines four weighted signals into a 0–100 score, cached for 24 hours: Bad Actor Score, Reputation Score, Security Score, and AI Behavioral Score — moderators can review and override flags.
• Runs as a real-time ingestion pipeline and query engine, backed by PostgreSQL with optional Redis caching.

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