Skip to content

AI Features

Last reviewed: March 14, 2026

This page captures potential AI enhancements after core clan workflows are fully production-complete.

Candidate features

  • guided relationship suggestion assistants for admin review
  • smart duplicate detection for member onboarding
  • natural-language family search (Vietnamese-first prompts)
  • ceremony/reminder drafting help based on event history
  • profile quality hints (missing key fields, inconsistent dates)

Guardrails

  • AI suggestions must remain advisory, not auto-committed
  • sensitive edits require role checks and explicit confirmation
  • all AI-driven actions should preserve traceable audit context

Delivery prerequisite

Before adding advanced AI features:

  • complete events/funds/scholarship UI baseline
  • stabilize notification inbox and deep-link flows
  • finalize analytics foundations for behavior measurement