Deepvein uses convolutional neural networks trained on anonymized datasets from major Australian teaching hospitals to detect stenosis, aneurysms, and thrombus in CT and ultrasound scans. The platform integrates into DICOM workflows and has received initial validation from CSIRO and two radiology networks in Sydney and Melbourne. It improves reporting turnaround and inter-reader consistency.