Data engineers are working hard to understand the shape of their data and using data quality platforms to identify outliers and afflicted data. Network operations traditionally require a highly involved human effort. AI and data can automate a lot of that effort. A number of players such as Cisco, Juniper Networks, Gluware, and Splunk are investing in the automation of AI capabilities.