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AI text detector guide: risk and authenticity signals

AI text detection helps moderation and trust workflows by highlighting machine-like phrasing and spam patterns.

Common causes

  • Over-generic language and repetitive transitions.
  • Spam-oriented urgency terms in messages.
  • Low-content messages used in fraud outreach.

How to fix

  • Run AI probability and spam-signal checks together.
  • Combine text checks with sender/domain verification.
  • Escalate suspicious content to manual review queue.

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