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Olivia Dworkin

Olivia Dworkin minimizes regulatory and litigation risks for clients in the medical device, pharmaceutical, biotechnology, eCommerce, and digital health industries through strategic advice on complex FDA issues, helping to bring innovative products to market while ensuring regulatory compliance.

With a focus on cutting-edge medical technologies and digital health products and services, Olivia regularly helps new and established companies navigate a variety of state and federal regulatory, legislative, and compliance matters throughout the total product lifecycle. She has experience counseling clients on the development, FDA regulatory classification, and commercialization of digital health tools, including clinical decision support software, mobile medical applications, general wellness products, medical device data systems, administrative support software, and products that incorporate artificial intelligence, machine learning, and other emerging technologies.

Olivia also assists clients in advocating for legislative and regulatory policies that will support innovation and the safe deployment of digital health tools, including by drafting comments on proposed legislation, frameworks, whitepapers, and guidance documents. Olivia keeps close to the evolving regulatory landscape and is a frequent contributor to Covington’s Digital Health blog. Her work also has been featured in the Journal of Robotics, Artificial Intelligence & Law, Law360, and the Michigan Journal of Law and Mobility.

Prior to joining Covington, Olivia was a fellow at the University of Michigan Veterans Legal Clinic, where she gained valuable experience as the lead attorney successfully representing clients at case evaluations, mediations, and motion hearings. At Michigan Law, Olivia served as Online Editor of the Michigan Journal of Gender and Law, president of the Trial Advocacy Society, and president of the Michigan Law Mock Trial Team. She excelled in national mock trial competitions, earning two Medals for Excellence in Advocacy from the American College of Trial Lawyers and being selected as one of the top sixteen advocates in the country for an elite, invitation-only mock trial tournament.

With 2026 underway, signs point to another year focused on enhancing health IT and digital health innovation.  From new payment models to deregulatory efforts, these developments show that digital health continues to be increasingly central to the healthcare and life sciences sectors.  Below are five key developments to watch unfold

Continue Reading 5 Developments Digital Health Innovators Should Watch in 2026

On September 30, 2025, the U.S. Food and Drug Administration (FDA) issued a Request for Public Comment seeking input on “practical approaches to measuring and evaluating the performance of AI-enabled medical devices in the real-world,” including strategies for detecting, assessing, and mitigating performance changes over time (the “Request”). 

The Request

Continue Reading FDA Requests Public Comment on Real-World Evaluation of AI-Enabled Medical Devices

The Food and Drug Administration (FDA) has announced that its Digital Health Advisory Committee (DHAC) will meet on November 6, 2025, to discuss and make recommendations on the topic of genAI-enabled digital mental health medical devices.  The DHAC will discuss potential “benefits, risks to health, and risk mitigations” for

Continue Reading FDA to Convene Advisory Committee Meeting on GenAI Mental Health Devices

As the Covington team discussed in a recent article, use of AI models in biopharma is on the rise, with use cases spanning the life cycle of drugs and biologics, including product development, manufacturing, and pharmacovigilance. Recently, FDA announced its own intentions to aggressively scale the use of AI

Continue Reading Could FDA Model Master Files Facilitate Use of Third-Party AI Models in the Drug Life Cycle?

On May 13, 2025, the Centers for Medicare & Medicaid Services (CMS) and the Department of Health and Human Services’ Office of the Assistant Secretary for Technology Policy/Office of the National Coordinator for Health Information Technology (ASTP/ONC) announced a request for information seeking stakeholder input on the market of digital

Continue Reading CMS & HHS Health IT Office Issue Request for Information on Digital Health Products and Health Technology Infrastructure

FDA recently announced that it will host a public workshop on August 6, 2024 focused on “Artificial Intelligence (AI) in Drug & Biological Product Development.”  Aimed at bringing drug sponsors and AI experts together, the workshop, hosted in collaboration with the Clinical Trials Transformation Initiative, will feature presentations and a

Continue Reading FDA Announces Workshop on AI Used In Drug & Biological Product Development

On March 15, 2024, FDA’s medical product centers – CBER, CDER, and CDRH – along with the Office of Combination Products (OCP) published a paper outlining their key areas of focus for the development and use of artificial intelligence (AI) across the medical product life cycle.  The paper, entitled “

Continue Reading FDA Medical Product Centers Continue Focus on AI

On September 6, Senator Bill Cassidy (R-LA), the Ranking Member of the U.S. Senate Health, Education, Labor and Pensions (HELP) Committee, issued a white paper about the oversight and legislative role of Congress related to the deployment of artificial intelligence (AI) in areas under the HELP Committee’s jurisdiction, including health

Continue Reading Framework for the Future of AI: Senator Cassidy Issues White Paper, Seeks Public Feedback

Last week, the U.S. Food & Drug Administration (“FDA” or the “Agency”) issued a second discussion paper on the use of artificial intelligence (“AI”) and machine learning (“ML”) with respect to drug and biological products, this time focusing on the use of AI/ML in the drug and biologic development process,
Continue Reading FDA Releases Discussion Paper on AI in the Drug and Biological Product Development Process

On March 23, 2023, FDA released a Framework for the use of digital health technologies in drug and biological product development (the “DHT Framework”).  This DHT Framework is on the heels of a Discussion Paper the Agency released earlier this month on the use of artificial intelligence (AI) in drug

Continue Reading FDA Seeks Comments on Agency Actions to Advance Use of AI and Digital Health Technologies in Drug Development