Skolyn

Skolyn is a computational imaging and artificial intelligence company architecting the foundational technologies for the next era of diagnostic medicine. Our mission is to resolve the systemic inefficiencies confronting modern radiology, a field defined by a ~15% annual growth in imaging volume and a persistent 3-5% diagnostic error rate. We address these challenges not by analyzing existing images, but by fundamentally reconstructing and enhancing the imaging process itself.

Our core technological differentiator is the Skolyn Clarity Engine, a suite of deep learning models trained on vast, terabyte-scale datasets of raw k-space data from initiatives like the fastMRI+ project. This unique capability allows us to reduce MRI scan times by up to 4x while simultaneously improving image quality. Built upon this foundation of enhanced images, the Skolyn Diagnostic Suite provides clinicians with a universal, multi-modal analysis platform. Our initial product roadmap targets the highest-value clinical areas, including Musculoskeletal (Knee), Neurology (Brain), and Oncology (Prostate, Breast).

Each module is built upon the inviolable principle of Explainable AI (XAI); we reject the "black box" paradigm and provide a complete dossier of evidence for each finding to foster warranted clinical trust. The analytical validity of our models is benchmarked to the highest academic standards, targeting an AUC > 0.95 for critical findings. This positions Skolyn not as an incremental improvement, but as a paradigm shift in medical imaging.