AI-driven cytology analysis software that guides laboratory personnel through sample preparation, scans prepared slides, and runs cloud ML models tailored to scanner and finding. Outputs exportable PDF reports with automated findings and current treatment guidelines for medical professionals, reducing time and qualitative variability in lung fluid cytology.