AI-RRM is a technology developed by Cisco that enhances wireless network performance by analyzing historical data over a longer period, up to six weeks, rather than just the last 10 to 15 minutes. This allows the system to make informed decisions about channel planning and optimization, ensuring a more stable and reliable network, especially in high-density environments.

AI-RRM significantly reduces channel changes during operational hours, achieving a 99% reduction in channel changes for many customers. This stability is crucial for industries like healthcare and logistics, where interruptions can have serious consequences. By predicting network needs based on historical data, AI-RRM helps maintain optimal performance without constant manual adjustments.

Flexible Radio Assignment allows access points to dynamically manage their 2.4 GHz radios based on current network conditions. This feature can disable redundant radios during busy hours to optimize performance and reduce interference. It provides network administrators with the flexibility to maintain coverage while minimizing unnecessary channel usage, which is particularly beneficial in environments with multiple access points.