AI Application Development
Our experience developing regulated Software as Medical Devices (SaMDs) and non-FDA regulated applications for leading healthcare delivery organizations and medical technology manufacturers around the world is brought to every project we undertake. The medical R&D team is at home with DICOM data from modalities such as Ultrasound, CT, MRI, X-Ray, Whole Slide Imaging (WSI) data, and non-DICOM data. Example projects have included:
- Computer-assisted diagnosis (CADx)
- Computer-assisted detection (CADe)
- Computer-assisted diagnostic quantification (CADq)
- Computer-assisted triage (CADt)
- Biomarker discovery (radiomics)
The intellectual property assets created by custom AI R&D projects are typically assigned to the client, thus providing an enduring asset to the organization.
National regulations in most countries require organizations that receive Protected Health Information (PHI) to apply both technical and administrative controls to protect the security and privacy of data. We have implemented controls such that a dedicated, separated team can de-identify PHI in a highly controlled environment. Data is then exported to a larger AI team in a PHI-cleansed state, limiting risks and allowing it to be used in research and other compliant applications. This satisfies such regulations as HIPAA in the USA and GDPR in the EU.
Our research and development team develops deep learning models that interpret medical data, including imaging data and electronic clinical reports. Our research and development team continuously monitors new developments in the field of machine learning. We work with our clients to build computer vision algorithms for detection, classification, segmentation, and measurement from medical images. We also apply machine learning to natural language processing so that we can, for example, turn unstructured text reports into structured data. These algorithms can be embedded in new hardware devices, deployed as software medical devices, and used for decision support applications.
Our in-house UX researchers and designers work with clients to discover opportunities, support development, and design pixel-perfect user interfaces.
- Research: user research, user modeling, task analysis, requirements definition
- Design: ideation, prototyping, detailed design, Complete Design Specifications
- Development: preliminary or conceptual design, design development, user interface specification, development consultation
Let's start something new together.