FDA Continues Focus on AI Fronts, Seeks Public Comment on Measuring and Evaluating AI-enabled Medical Device Performance in the Real-World

October 9, 2025

Reading Time : 1 min

On September 30, 2025, the Food and Drug Administration (FDA) published a Request for Public Comment to obtain feedback from interested parties on current approaches to measuring and evaluating the performance of AI-enabled medical devices. Specifically, FDA is seeking feedback on best practices, methodologies and approaches for measuring and evaluating real-world performance of AI-enabled medical devices from the public.

As FDA acknowledged in announcing the request for public comment, AI, including GenAI, presents opportunities to improve patient outcomes, advance public health and accelerate medical innovation.  Many factors impact the performance of AI-enabled medical devices, including patient demographics, data inputs and changes in clinical practice. In announcing the request for public comment, the agency outlined how these dynamics can lead to data drift, which in turn can lead to performance degradation, among other issues. FDA further noted that many of these devices are evaluated primarily through retrospective testing or static benchmarks and these methods are not designed to predict behavior in real-world environments.

FDA is specifically interested in comments on (1) performance metrics and indicators; (2) real-world evaluation methods and infrastructure; (3) post-market data sources and quality management; (4) monitoring triggers and response protocols; (5) human-AI interaction and user experience; and (6) additional considerations and best practices. The agency hopes insights gathered from this request will build on discussions and insights shared during the November 2024 meeting of the FDA Digital Health Advisory Committee. FDA has requested comments be submitted by December 1, 2025.

Share This Insight

Previous Entries

Eye on FDA

April 8, 2026

On March 31, 2026, the Food and Drug Administration (FDA) published a notice in the Federal Register requesting information and public comment (RFI) on the use of digital health technologies (DHTs) in clinical investigations for drugs and biological products. To inform potential FDA activities in this area, the Center for Drug Evaluation and Research (CDER) and Center for Biologics Evaluation and Research (CBER) are seeking feedback to better understand the opportunities and challenges associated with using these innovative technologies in clinical investigations.

...

Read More

Eye on FDA

April 1, 2026

On March 30, 2026, the Food and Drug Administration (FDA) published a final guidance entitled “Incorporating Voluntary Patient Preference Information over the Total Product Life Cycle.” The guidance provides updated recommendations to industry and FDA on how and when voluntary patient preference information (PPI) may be considered by FDA staff in decision making relating to devices. PPI is not required for FDA’s consideration as part of FDA decision making, but FDA may find it valuable to consider patient viewpoints when the information meets applicable legal requirements. In addition, FDA encourages industry and other interested parties to consider patient experience data in device development and evaluation, including data relating to patient preferences for outcomes and treatments. FDA acknowledges that patient perspective and personal experiences can help FDA evaluate the benefit-risk profile of certain devices throughout the total product life cycle.

...

Read More

Eye on FDA

March 24, 2026

On March 20, 2026, the Food and Drug Administration (FDA) announced the agency will hold a public hearing on the Commissioner’s National Priority Voucher (CNPV) Pilot Program, with a Federal Register notice soliciting public comment and scheduling a public hearing for June 12, 2026. As previously noted here and here, the program was announced in June 2025 for the purpose of providing select sponsors with a nontransferable voucher for enhanced engagement with FDA and expedited review for drugs and biologics supporting one or more critical national health priorities, while maintaining adherence to the law’s rigorous safety and effectiveness standards. The national health priorities include public health crisis response, innovative breakthrough therapies, large unmet medical needs, onshoring and supply chain resilience initiatives, and affordability improvements. To date, FDA has issued 18 Commissioner’s National Priority vouchers and approved four products to receive these vouchers, including two oncology drugs 44 and 55 days after filing.

...

Read More

Eye on FDA

March 20, 2026

On March 18, 2026, the Food and Drug Administration (FDA) issued draft guidance entitled “General Considerations for the Use of New Approach Methodologies in Drug Development.” The guidance is meant to provide drug developers with a validation framework and general recommendations for using new approach methodologies (NAMs) in drug development. The use of NAMs can improve predictive toxicology in humans and reduce reliance on animal testing.

...

Read More

© 2026 Akin Gump Strauss Hauer & Feld LLP. All rights reserved. Attorney advertising. This document is distributed for informational use only; it does not constitute legal advice and should not be used as such. Prior results do not guarantee a similar outcome. Akin is the practicing name of Akin Gump LLP, a New York limited liability partnership authorized and regulated by the Solicitors Regulation Authority under number 267321. A list of the partners is available for inspection at Eighth Floor, Ten Bishops Square, London E1 6EG. For more information about Akin Gump LLP, Akin Gump Strauss Hauer & Feld LLP and other associated entities under which the Akin Gump network operates worldwide, please see our Legal Notices page.