Digital Finance, Real Risks: Insights from Axiom's Legal Roundtable

September 2025
By Emmanuel Richard

Digital Finance, Real Risks of AI implementation

Our recent roundtable discussion, "Digital Finance, Real Risks: Legal's Role in Navigating AI, Innovation & Operational Change," brought together legal leaders from across the financial services sector to explore the evolving landscape of digital transformation and its impact on legal operations. 

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The Current State of AI in Legal Operations

One of the most candid observations from our discussion was the comparison of AI to "an overzealous intern" – a tool that requires significant human oversight and quality control, yet offers genuine value in generating first drafts and initial work products. This analogy perfectly captures the current reality facing legal teams: AI can accelerate certain processes, but human intervention remains essential for quality assurance and strategic decision-making.

The practical implementation of these tools reveals a stark divide between organizational types. Traditional financial institutions face significant internal resistance and bureaucratic hurdles when adopting AI technologies. Large banks must navigate complex approval processes involving risk, compliance, and data privacy teams, making them cautious adopters rather than innovation leaders. In contrast, fintech companies demonstrate remarkable agility, with virtually no internal resistance to new AI implementations.

Axiom Legal Roundtable Meeting

Implementation Challenges in Large Organizations

The roundtable highlighted several persistent challenges that legal departments face when trying to modernize their operations. Red tape and cross-functional coordination continue to slow down technology adoption, particularly in established financial institutions. The larger the organization, the more stakeholders must be consulted, creating a complex web of approvals that can stall even the most promising initiatives.

Internal stakeholder buy-in emerges as perhaps the most significant hurdle. Legal teams find themselves caught between the need for thorough risk assessment and business demands for rapid implementation. This tension creates a delicate balancing act that requires both diplomatic skills and strategic thinking from legal leaders.

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Axiom Legal Roundtable Meeting 2

The Quality Question

A particularly sobering insight from our discussion was the assessment of AI work quality. Several participants noted that junior analysts often produce work that equals or exceeds current AI output, raising important questions about the technology's immediate value proposition. While AI excels at generating initial drafts and handling routine tasks, the sophistication required for complex legal analysis remains firmly in human hands.

This reality doesn't diminish AI's potential but rather highlights the importance of realistic expectations and strategic deployment. Legal teams are finding success by using AI for specific, well-defined tasks while reserving complex reasoning and judgment calls for human expertise.

Evolving Hiring Practices

The digital transformation of legal services is fundamentally changing how teams approach talent acquisition. Traditional checkbox hiring – focusing solely on specific technical skills or credentials – is giving way to a more nuanced approach that prioritizes adaptability and open-mindedness. Legal leaders emphasized the growing importance of hiring individuals who can embrace change and learn continuously in an evolving technological landscape.

This shift reflects a broader recognition that the legal profession's future success depends not just on legal expertise, but on the ability to integrate that expertise with emerging technologies and changing business needs.

Axiom Legal Roundtable Meeting 3

The Persistent Challenge of Growing Workloads

Despite technological advances, the fundamental challenge facing legal departments remains unchanged: work lists continue to expand faster than AI can meaningfully address them. While automation helps with certain tasks, the complexity and variety of legal work means that technology serves more as a productivity enhancer than a wholesale solution to capacity constraints.

This reality underscores the continued importance of strategic resource allocation and the need for legal leaders to make difficult prioritization decisions about where to focus their teams' efforts.

Practical Takeaways and Cross-Industry Learning

One of the most valuable aspects of our roundtable was the opportunity for participants to learn from peers facing similar challenges. Several participants particularly valued hearing about post-restructure team sizing at various institutions, noting that such concrete benchmarks provide valuable leverage when discussing resource needs with management.

This type of cross-institutional knowledge sharing proves invaluable for legal leaders navigating organizational change. Understanding how peer institutions structure their teams, allocate resources, and implement new technologies provides both practical guidance and strategic ammunition for internal discussions.

Axiom Legal Roundtable Meeting 4

Looking Forward

The roundtable revealed an industry in transition, where legal departments are grappling with the promise and limitations of new technologies while managing traditional operational challenges. Success in this environment requires a balanced approach that embraces innovation while maintaining realistic expectations about what technology can and cannot deliver.

The most successful legal departments appear to be those that view AI and automation as tools to enhance human capabilities rather than replace them. By focusing on strategic implementation, realistic quality expectations, and continuous adaptation, legal teams can position themselves to thrive in an increasingly digital financial services landscape.

As the financial services sector continues its digital evolution, legal departments that can balance innovation with prudent risk management, while fostering cultures of adaptability and continuous learning, will be best positioned to support their organizations' success.

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Posted by Emmanuel Richard
Emmanuel Richard has a diverse background spanning investment banking, derivatives analysis, and sales leadership. He began his career as a Derivatives Analyst at J.P. Morgan, where he developed innovative Alteryx solutions that reduced human error by 80% and streamlined margin call processes for over 100 global clients across four regions. His expertise in process optimization and client relationship management was further honed during his tenure as an Investment Banking Analyst at UBS in Singapore. Emmanuel holds an MBA from Singapore Management University and a degree in Political Science, International Relations and International Political Economy from the National University of Singapore, where he was an active member of the Fencing Team and served in leadership roles across multiple student organizations. His analytical skills, combined with his experience in high-stakes financial environments and proven track record of building efficient systems, bring a unique perspective to his writing on business strategy and operational excellence.