The 4 primary roles of AI in automated workflows

My in-laws have wired every light in their house to Alexa. But no one can ever remember if they’re sitting in the “living room” or the “family room,” so three commands and one accidental playlist later, someone always ends up just leaning over and hitting the light switch. A lot of AI workflows are built the same way—for example, someone calls a model to check if a number is above a threshold.