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Network Infrastructure Magazine | Tuesday, April 30, 2024
AIOps, a phrase first used by Gartner, automates IT operations procedures, including event correlation, anomaly detection, and causality determination by fusing big data and machine learning. A strong AI networking solution does more than just crunch numbers and generate lists of problems to fix or improvements.
Fremont, CA: AIOps, or artificial intelligence for IT operations, will completely transform practically everything. And now we have to deal with something called AI Networking. While managing wireless, wired, and wide-area networks, all this commotion has probably left you wondering how automation, artificial intelligence, and machine learning can benefit your company.
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AIOps, a phrase first used by Gartner, automates IT operations procedures, including event correlation, anomaly detection, and causality determination by fusing big data and machine learning. AIOps is similar to DevOps in that it combines automation, service and performance management, and continuous insight to enable improvement.
Top Factors to Take into Account When Evaluating AI-Powered Solutions
Look for the following characteristics to get the best solution for fully addressing your unique retail networking challenges:
Easy to use and intuitive
In addition to delivering a simplified dashboard, an innovative product should also have integrated natural language search to help with Day 0 tasks like defining a service set identification (SSID) or establishing a guest network. At a higher level, the best solutions have features like the ability to automatically baseline each location's performance and behavior without requiring manual configuration of service level expectations. Find a solution that supports the efforts of everyone on your team, from the most experienced to the newest IT team member.
Looks for unusual conduct
A behavioral shift is one of the most reliable indicators of an upcoming device failure or security breach. Look for an AI networking solution that includes clustering technology to help you categorize each of your locations by size, number of network devices used, and the number of clients connecting daily, including IoT and clients carried by employees and visitors, as well as data from thousands of deployments and millions of devices and endpoints. An innovative AI networking solution gives you precise insights for identifying behavioral anomalies by fusing external data with the internal information your locations generate.
Produces insightful actions
A strong AI networking solution does more than just crunch numbers and generate lists of problems to fix or improvements. The most sophisticated AIOps solutions present their analysis as actionable recommendations that range from reducing power consumption by altering a location's WiFi access points (APs) settings to removing the cause of sporadic wireless issues by swapping out a suspect cable between a particular AP and switch. These practical insights avoid guessing, manual troubleshooting, and time-consuming forensics activities.
Adopts a zero-trust and full-stack strategy
The top solutions integrate AIOps and AI networking techniques across your whole network, especially for boosting security to enhance productivity. This includes AI-powered Zero Trust capabilities for correct client information, visibility into the applications that IoT and visitor devices are accessing, and the ability to determine whether devices display abnormal behavior. Leading AI networking solutions may detect such behavioral anomalies and enable speedy pinpointing of an issue's source, for instance, if a fixed point-of-sale (POS) device or electronic shelf label shows wandering behavior — or starts talking with unexpected resources.
Implements AI throughout the entire network architecture
The most cutting-edge solutions come from networking suppliers incorporating AI networking into their design, from network devices to management solutions, and offering a full-stack approach. This lessens the need for manual configuration work, lowers acquisition and maintenance costs, and shortens the time needed for organizational competency development.
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