Quick Answer
For search, voice, and "just tell me what to do".
Effective moderation isn't about policing—it's about nurturing culture. AI-assisted moderation can protect community norms while encouraging positive participation by catching genuine violations, prompting better behavior, and freeing moderators for culture-building work.
Key Takeaways:
- Moderation should protect culture, not just enforce rules
- AI catches violations, humans build culture
- Tone-awareness prevents over-moderation
- Positive reinforcement matters as much as correction
- Consistency builds trust in moderation
Playbook
Define community culture and values explicitly
Train AI on violation patterns specific to your community
Design response paths that educate rather than punish
Build positive recognition systems
Review AI decisions regularly for cultural alignment
Common Pitfalls
- Over-zealous moderation that stifles conversation
- Inconsistent enforcement that confuses members
- Missing context that leads to false positives
- No path to redemption for violators
Metrics to Track
Violation rate over time
False positive rate
Member satisfaction with moderation
Culture health indicators
FAQ
How do I balance free expression with community safety?
Focus on behavior, not opinions. Enforce process rules (no harassment, spam, etc.) consistently while allowing diverse viewpoints. Clear guidelines help members understand where lines are.
Related Reading
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