Description of Workshop Conducting biomedical informatics research as a healthcare technology company poses specific challenges. Research activities to support product design, development, and evaluation must be conducted rapidly, to meet product delivery deadlines and to keep pace with rapid evolution of technology and the corresponding changes in business priorities. To enhance scientific integrity, research can be conducted in collaborations with clients or academic partners, and such collaborations require careful protection of confidential health data and intellectual property. Scientific publications by technology companies are often scrutinized in the peer review process, and thus the underlying science must have a foundation of exceptionally rigorous and reproducible methods. In this 3-hour instructional workshop, we will present an overview of lessons learned and best practices for conducting scientifically rigorous research at a rapid, pragmatic, industry pace. This tutorial should be of interest to informaticians who are planning to collaborate with industry, wish to transition from an academic to an industry career path, or would like to accelerate their research productivity in any environment. The first 2 hours will be an interactive didactic session. A one hour working session will allow participants to get direct feedback from panelists on accelerating their research efforts and discuss real-world experience when conducting research during the COVID-19 pandemic.