In mid-2025, NOV added a self-learning agentic AI component to the Mud Report Automation system to help it parse new and evolving report templates. The agents can determine whether an incoming report is from a known vendor or if additional work is needed for adaptation. While humans are still needed to verify outputs for new report formats, the process is streamlined as the AI agents can work on their own to adapt to structural variations. Source IADC/SPE 230772. (Click the image to enlarge.)