For the Alumni Manager
Community moderation that doesn't require a full-time community moderator.
Open the moderation queue Monday morning. Three messages flagged by the AI over the weekend. One is genuinely inappropriate, remove. Two are false positives where context made them harmless, approve. Total moderation time for the entire weekend's community activity: under two minutes.