Self-regulator FINRA flags emerging AI trends, urges stronger controls.
The Financial Industry Regulatory Authority (FINRA) identified generative artificial intelligence (AI) as a top compliance concern in its newly released 2026 Annual Regulatory Oversight Report. The report contains a standalone section on generative AI that substantially expands on last year’s coverage, reflecting evolving industry and firm practices.
The report, intended to help the roughly 3,300 broker-dealers it oversees bolster their compliance programs, flags both opportunities and risks associated with AI use. FINRA noted that firms are increasingly deploying AI for functions such as question answering, language translation, and financial modeling, but cautioned that regulators expect existing securities rules to apply to these technologies just as they do to other systems.
Firms are urged to implement supervisory and testing controls for AI tools and to monitor outputs for accuracy and bias. The report specifically highlights the risk of AI “hallucinations,” where AI systems produce inaccurate or misleading information, and calls for procedures to detect and correct such errors. “This may include storing prompt and output logs for accountability and troubleshooting,” the report states.
FINRA also pointed to an emerging class of AI agents capable of autonomously performing multi-step tasks. The regulator said these systems may raise novel oversight challenges, especially if they operate beyond a firm’s intended scope of use.
In addition to internal use, FINRA cautioned firms to consider how third-party vendors’ AI tools could affect compliance, particularly with respect to data privacy and control. “As bad actors become more sophisticated, control systems have to get more sophisticated and keep up with it as well,” said FINRA’s Head of Market Oversight, Feral Talib, underscoring the broader risk environment.
The report does not create new legal requirements but signals that AI will be a focus of intensified supervisory scrutiny in 2026.