Abstract: A cybersecurity system is provided for automated cybersecurity insights, remediation recommendations, and service provisioning. The cybersecurity system can generate threat insights and/or generate remediation recommendations using machine learning models and cybersecurity data obtained from target networks, partners, and the like. To provision cybersecurity services, cybersecurity system may collect metadata regarding the network connections and use cases desired for one or more services. Once the metadata has been collected, the cybersecurity assessment system automatically provisions the selected services based on the provided data, such as duration of time elected, service metrics, and the like.