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⚠️ Predictive Alerts

Predictive alerts use AI to analyze 24-hour monitoring trends and forecast potential outages before they happen.


🔧 Как это работает

  • Runs automatically every 30 minutes (via scheduled command)
  • Analyzes each active, non-paused monitor
  • Uses 24 hours of check history to identify concerning trends
  • Logs warnings for monitors with medium or high outage risk

📊 Risk Levels

РискЗначение
NoneNo signs of an upcoming outage
LowMinor changes, probably fine
MediumSome warning signs — worth investigating
HighStrong indicators of an impending outage — take action

📋 Output

  • Risk level and probability percentage
  • Reasoning — Why the AI predicts this risk
  • Warning signs — Observable indicators
  • Suggested action — What to do proactively

⚙️ Конфигурация

Predictive alerts are controlled by:

  1. AI Settings → Predictive Alerts: Toggle on/off
  2. Scheduler: Runs monitron:ai-predict every 30 minutes

Results are logged to storage/logs/laravel.log. Future versions will dispatch notifications for high-risk predictions.