Today, SOAR sits at the bottom of the “pit of disillusion” according to Gartner, we all thought this would save time and money for our operations teams, but the budget hasn’t changed and today, that’s a critical issue for many organizations. Machine Learning gives us the chance to enhance SOAR by adding the L for Learning, because it’s not just for ChatGPT, Bing, or every sale pitch for new technology you hear a sales pitch for. This talk will be focused on the what, why, when, and super importantly HOW in training and implementing Machine Learning into your SOAR platform to identify potential phishing emails, voicemails, and even PowerShell. During the session we will dig into the technical aspects in a way anyone listening can understand at a tactical level. The attendees will also hear how this creates efficiencies, reduces risk, and supports lowering the budget. During the Q&A portion, there will be time available to walk through the tactical and strategic levels in more details, with appendix slides to help visualize answers.