Machine learning enhances customer relationship management (CRM) by providing predictive analytics and automation that improve customer interactions and experience. By analyzing historical data, machine learning algorithms can identify patterns in customer behavior, allowing organizations to predict future needs and tailor their outreach strategies accordingly. Automation features enable personalized communication, trend identification, and efficient handling of customer inquiries, all of which lead to improved engagement, satisfaction, and ultimately, customer loyalty.