AI and automation in SnS should support place intelligence workflows without replacing explicit state, service, validation, and review patterns. Current documentation treats these areas as direction-setting unless implementation details are present.

• AI Assistants
• Completeness
• Confidence
• Monitoring

Automation should make review, cleanup, matching, and monitoring easier while preserving human authority over architecture, naming, workflow direction, and important data decisions.