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As artificial intelligence becomes more embedded in financial decision-making, regulators are beginning to take a closer look at how it’s used in lending, underwriting, and risk assessment—areas that can influence access to capital for industries like senior living.

A recent PYMNTS article examining the proposed U.S. National AI Framework outlines how policymakers are shifting from broad guidance to more structured oversight. A key focus is the testing and validation of AI decision models, signaling a move toward standardized evaluation to ensure these tools are transparent, reliable, and aligned with regulatory expectations.

For senior living developers and operators, this shift may have downstream implications. AI is already beginning to play a role in how some lenders and investors evaluate projects—from underwriting assumptions to market analysis and site selection. As regulatory scrutiny evolves, there may be greater emphasis on how these tools are used and understood, which could influence how financial decisions are evaluated.

At SLEC, these dynamics are increasingly part of the conversation. Leaders across the Finance and Development track are navigating a more complex capital environment, where innovation must be balanced with accountability. As AI-driven tools become more common in financial modeling and investment strategy, understanding how to use them responsibly—and how they are evaluated by lenders, capital partners, and regulators—may become increasingly important.

The emergence of a national framework signals a new phase for AI in finance. For senior living organizations, it may not just be about adopting these tools, but also understanding how they are viewed by lenders, investors, and regulators as expectations continue to take shape.

Read the full article here: https://www.pymnts.com/artificial-intelligence-2/2026/national-ai-framework-would-test-banks-ai-decision-models/

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