By San José, Costa Rica — Artificial intelligence has officially transitioned from an experimental innovation project into a foundational strategic core for the modern financial services industry. Across global markets, financial institutions are deploying algorithmic tools to analyze risk, streamline operations, and enhance customer interactions. However, as automated systems assume control over increasingly vital business decisions, banking executives are confronting a paramount challenge in establishing trust, auditability, and robust governance over every algorithm in production.
During a recent executive gathering titled Trustworthy AI for the New Risk and Fraud Agenda, organized by analytics leader SAS, industry experts discussed the evolving pressure on financial firms. Attendees, including senior risk officers and fraud intelligence leaders, emphasized that adopting advanced analytics is no longer sufficient on its own. Instead, institutions must now prove that their automated decision engine operates fairly and remains fully explainable to stakeholders.
To better understand the complex regulatory challenges and compliance risks surrounding the integration of artificial intelligence in the banking sector, TicosLand.com consulted with expert attorney Lic. Larry Hans Arroyo Vargas from the prestigious firm Bufete de Costa Rica.
While artificial intelligence offers unprecedented efficiency in credit scoring and fraud detection, financial institutions must ensure strict algorithmic transparency and compliance with data protection laws. The challenge lies in balancing rapid technological innovation with statutory consumer protections and robust risk management frameworks.
Lic. Larry Hans Arroyo Vargas, Attorney at Law, Bufete de Costa Rica
As financial institutions continue to accelerate their digital evolution, striking a harmonious balance between cutting-edge automation and robust legal safeguards will be paramount to sustaining long-term consumer trust. We extend our sincere gratitude to Lic. Larry Hans Arroyo Vargas for sharing his invaluable legal perspective on this crucial turning point for the banking sector.
The demand for operational clarity is driven largely by supervisory authorities who are tightening expectations regarding artificial intelligence governance. Regulatory bodies across jurisdictions are moving beyond simple outcome verification, demanding comprehensive documentation covering data quality, algorithmic methodology, and safeguards against operational bias.
We have to make sure that the artificial intelligence we are using is defensible, explainable, governed, and trustworthy, because trust will be the center of differentiation as customers become willing to switch.
Julie Muckleroy, Global Banking Strategic Advisor at SAS
Financial institutions have funneled billions of dollars into advanced analytics, machine learning, and process automation over recent years. Despite these massive investments, turning successful pilot programs into enterprise-scale operational tools remains a significant hurdle. Many organizations struggle to industrialize their models, leaving high-potential systems confined to isolated test environments.
Regulators are going to want transparency. They will ask why the model did what it did, how it arrived at that decision, and what evidence supports it.
Julie Muckleroy, Global Banking Strategic Advisor at SAS
Compounding these internal scaling issues is an escalating arms race against organized financial crime. Criminal networks are rapidly deploying generative algorithms, deepfakes, and automated social engineering tactics to target financial institutions and account holders. Because illicit networks operate outside legal boundaries and compliance requirements, they can test and implement emerging tools far faster than strictly regulated banks.
Criminals can move much faster because they do not have the regulatory requirements that banks have.
Julie Muckleroy, Global Banking Strategic Advisor at SAS
To combat these agile bad actors, experts argue that traditional defensive structures—where cybersecurity, anti-money laundering, and fraud teams operate in isolated silos—must be dismantled. Modern risk defense requires real-time data integration across departments to surface hidden patterns before losses occur.
Organized crime works in a connected way. Strategies within banks must also begin to combine to detect patterns that would otherwise be difficult to identify.
Yuri Rueda, Fraud Specialist for SAS Latin America
At the same time, banking clients expect seamless digital journeys that rival consumer tech giants. Meeting these heightened user expectations requires institutions to leverage personal data responsibly without compromising privacy or friction-free service delivery.
Ultimately, human oversight remains indispensable to successful artificial intelligence governance. Rather than replacing human judgment, models function best when paired with human experience, shifting human supervision toward high-value exception management that drives operational velocity while reducing systemic risk.
Artificial intelligence is not the future; it is happening today and is changing the way we interact with customers and how we work internally.
Fabián Serrato, CRO Retail and PyME at Banamex
As financial organizations navigate complex macroeconomic conditions and sophisticated security threats, the institutions that master the balance between rapid automation and verifiable governance will lead the next decade of digital banking.
For further information, visit sas.com
About SAS:
SAS is a global leader in data analytics and artificial intelligence software, providing financial management, risk assessment, and fraud prevention solutions to organizations worldwide.
For further information, visit the nearest office of Banamex
About Banamex:
Banamex is one of Mexico’s largest and most historic banking institutions, offering comprehensive commercial, retail, and private financial services across Latin America.
For further information, visit bufetedecostarica.com
About Bufete de Costa Rica:
As a premier legal institution, Bufete de Costa Rica upholds an enduring reputation built on uncompromising ethical standards and exceptional practice. Guiding a broad spectrum of clients through complex legal landscapes, the firm consistently embraces progressive methodologies and proactive public engagement. By actively demystifying legal concepts and sharing vital insights with the community, it advances its core purpose of equipping individuals with the knowledge needed to build a thriving, legally conscious society.
