AI in the Municipal Advisory Space: Quick Compliance Program Suggestions Absent Regulatory Rule Guidance

Disclaimer: This article is for informational purposes only and does not constitute legal or regulatory advice. --- Artificial intelligence is no longer a future consideration for municipal advisors. It's already here. From AI-powered analytics platforms to generative tools that draft documents, summarize official statements, and model debt structures, the municipal market is quietly integrating AI into day-to-day operations. But that adoption brings real risk, particularly in a market as specialized as municipal finance. --- Where Generic AI Falls Short Regulators define "hallucinations" as instances where a model "generates information that is inaccurate or misleading, yet is presented as factual." In the municipal advisory space, this risk is magnified because the municipal market operates on a layer of jurisdiction-specific rules, structures, and conventions that general-purpose AI models simply were not trained on. A large language model may get 95% of a bond refunding analysis right. But the 5% it misses, a state-specific authorization requirement, a tax-exempt status nuance, an IRS arbitrage rebate calculation, can be the 5% that matters. And these models do not flag uncertainty. They present wrong answers with the same confidence as right ones. --- The Regulatory Gap As of this publication, no regulator has issued rules specific to AI use by municipal advisors, leaving firms with little concrete guidance to implement. That said, the SEC's broader AI governance guidance, published in late 2025, signals that examination scrutiny is on the horizon. --- ARS Recommendations That does not mean firms should wait for formal rulemaking to act. ARS has provided guidance in the past (for ARS clients, please see Bulletin "Artificial Intelligence in the MA Workplace"), but we would like to reiterate some important controls that we believe, absent rule guidance, are prudent: - Have a qualified human review and validate the AI's work before it reaches the client. This review should be documented. - Ensure a disclosure is used to inform the client that "AI was used in some capacity in this analysis." - Maintain all documentation, whether AI-generated or not (including drafts that are distributed to clients), for record retention purposes. - Include documents where AI was utilized in the supervisory principal review. - Be aware and mindful of pasting data into an AI chatbot, as that data can be transmitted to a third-party server. - Substantiate any claim your firm is making touting its "AI analytics" in pitchbooks, RFPs, or advertising documents. --- About Alternative Regulatory Solutions ARS is a compliance consulting firm focused exclusively on regulatory compliance advisory work. We help firms build and maintain compliance programs that hold up under examination, including developing technology governance frameworks, updating supervisory procedures for emerging technology, conducting readiness assessments, and providing ongoing compliance support as regulatory expectations continue to evolve. If you are not sure where your firm stands on AI governance, reach out. We would rather help you build the framework now than help you respond to an examination finding later.