At a major American investment bank, the investor pitch decks talk about "transformational AI initiatives" driving efficiency, stronger controls, and better decision-making. The reality inside the organization tells a very different story.
A risk management professional who works there — using the pseudonym Tyler Davidson — painted a grim picture of what happens when AI tools are forced into complex financial workflows before they're ready.
"Risk management jobs in investment banks are being intellectually diluted by AI," Davidson wrote in a candid account published by eFinancial Careers. The bank's risk function is not a back-office support operation — it is deeply integrated with the front office, playing a central role in exposure management, underwriting, and deal decisions. But the aggressive pace of AI technology rollouts, combined with cost-cutting and offshoring, has significantly weakened the function.
Instead of improving productivity, analysts now spend the majority of their time navigating overly complex systems, fixing data integrity issues created by half-developed AI tools, and struggling to complete increasingly burdensome credit investment memos. The actual purpose of the role — thoughtful credit analysis and risk judgment — is steadily being displaced by operational firefighting.
The collaboration between risk and the front office has deteriorated badly. Bankers who were once actively involved in discussing credit analysis are now disconnected from the process because many of the new AI systems are inaccessible, fragmented, or unusable across teams. The quality of dialogue that historically strengthened underwriting decisions is disappearing.
There is an internal culture where few people are willing to openly challenge the effectiveness of these new investments. Management appears unwilling to acknowledge that the technology transformation is not delivering the efficiencies it promised. No risk managing director wants their team to be viewed as the reason a multi-billion-dollar deal is delayed.
The consequences are becoming impossible to ignore. "Diluted analysis, incomplete reviews, and inaccurate information are increasingly being accepted as normal," Davidson wrote. Junior professionals are carrying a disproportionate burden. Burnout has become widespread due to extended hours, expanding responsibilities, and the absence of meaningful escalation channels. Asking for additional time or support is often interpreted as resistance to the transformation agenda.
Control failures across lending and banking products are occurring regularly. Attrition is high. Many issues remain unreported because employees fear the professional consequences of speaking up.
What is particularly unsettling, Davidson argues, is how closely these cultural patterns resemble the gradual internal deterioration that preceded the collapse of Credit Suisse. "An environment where escalating concerns becomes discouraged, operational weaknesses become normalised, experienced talent steadily exits, and management narratives diverge sharply from internal reality is dangerous for any institution."
"This bank is significantly larger than Credit Suisse, more diversified, and more systemically protected," Davidson acknowledged. "But that does not make the current trajectory any less concerning."
The most frustrating part? Many employees still want to support clients, deliver transactions, and contribute constructively. But the operating environment is eroding intellectual standards, weakening meaningful collaboration, and stripping risk management of its actual purpose.
In several areas, delivering a genuinely high-quality deal decision within 48 to 72 hours is becoming almost impossible — even though few are willing to openly admit it.