Voquill serves as an advanced operating system tailored for medical laboratories, designed with AI at its core to efficiently manage the essential workflows that encompass everything from accessioning and case routing to reporting and final sign-out, integrating intelligent assistance into each phase of the process. Rather than compelling contemporary labs to adapt to outdated systems that fail to scale or integrate seamlessly with modern AI technologies, Voquill introduces a contemporary Laboratory Information System (LIS) where an intelligent agent collaborates with the team at every juncture of a case. During the accessioning phase, these agents interpret the requisition and formulate the order, transforming intake from a tedious data entry task into a streamlined process. Laboratories can digitize the paper requisition, allowing an agent to extract patient details, required tests, and specimen information into a structured order, which the team can then review and approve without the need for redundant typing. The original scanned document is preserved indefinitely, accompanied by a confidence score for each extracted data point, ensuring accuracy and reliability. For case distribution, the system autonomously directs cases to the appropriate pathologist based on their subspecialty, existing workload, and turnaround demands, eliminating the need for a cumbersome rules engine or manual triage each morning. This innovative approach not only enhances efficiency but also empowers lab personnel to focus on critical analytical tasks rather than administrative burdens.