AIOps
- Overview
AIOps, or Artificial Intelligence for IT Operations, is a practice that uses AI and machine learning to improve IT operations. AIOps uses AI techniques to automate and streamline IT processes, such as: performance monitoring, workload scheduling, and data backups.
AIOps can help organizations by:
- Improving IT operations: AIOps can help organizations improve the efficiency of their IT operations.
- Providing insights: AIOps can provide real-time insights into IT operations by analyzing data from multiple sources.
- Predicting events: AIOps can predict likely events and recommend corrective actions.
- Automating tasks: AIOps can automate critical operational tasks.
- Improving performance: AIOps can help organizations improve the performance and reliability of their applications and hardware systems.
- Reducing costs: AIOps can help organizations avoid costly system outages and reduce budget burn rates.
- AI Monitoring
AI monitoring is the process of observing, analyzing, and managing artificial intelligence (AI) systems and applications to ensure they are functioning properly and efficiently. It involves tracking metrics like accuracy, reliability, and fairness to assess the AI system's performance.
AI monitoring can help identify issues, errors, or unexpected behaviors in real-time. It can also help optimize resource allocation and ensure the continuous and optimal performance of AI systems.
AI monitoring can include:
- Network and server performance monitoring: Managing and optimizing the performance of networks, servers, and applications
- Application performance monitoring: Monitoring, managing, and troubleshooting application performance
- IT incident management: Getting instant alerts for critical incidents and providing real-time status updates
AI monitoring can also be used in video surveillance to enhance accuracy and reduce false alarms. AI video surveillance can distinguish between harmless environmental changes and real security concerns.
AI monitoring is an APM (application performance monitoring) solution that gives you end-to-end visibility into your AI-powered app. With AI monitoring, you can measure the performance of the engine powering your AI app, so that you can ensure your users have the best possible experience.
[More to come ...]