New research has put a striking figure on the cost of inefficient compliance operations: Tier 1 banks could save up to $177.9m per year by adopting AI-driven know-your-customer (KYC) and sanctions screening tools.
The analysis, which examined Quantifind’s AI-powered Graphyte platform, found that improvements in screening accuracy and workflow automation could dramatically reduce the burden placed on compliance teams.
At the heart of the problem is the volume of false positives generated by legacy screening systems — alerts that consume analyst time, delay onboarding, and erode operational efficiency without contributing meaningfully to risk management.
Celent head of risk research Ian Watson and Quantifind chief product officer Adam Mulliken recently discussed the findings in a joint webinar, walking through both the methodology underpinning the cost-savings model and its practical implications for financial institutions.
The conversation covered the true cost of running inefficient screening operations, which goes well beyond direct staffing expenditure. When false positive rates are high, compliance teams are forced to dedicate substantial time to investigating alerts that ultimately amount to nothing. AI-driven risk intelligence, the pair argued, can address this at scale — not merely by filtering out noise, but by delivering richer contextual data that helps analysts make faster, better-informed decisions.
The webinar also addressed how financial institutions are using these tools to achieve improved regulatory confidence, a factor that has become increasingly important as global sanctions regimes grow in complexity. For many banks, the ability to demonstrate thoroughness and auditability to regulators is as valuable as the cost savings themselves.
Perhaps most significantly, Watson and Mulliken pointed to what they described as the next frontier: agentic AI capable of automating analyst workflows end-to-end. Rather than simply surfacing relevant information, these systems can perform multi-step investigative tasks autonomously — a shift that could fundamentally reshape the compliance function over the coming years.
The findings arrive at a moment when banks are under mounting pressure to demonstrate compliance efficiency without compromising on risk coverage. With regulators scrutinising financial crime controls more closely than ever, the case for AI-powered screening has moved from compelling to urgent.
Watch the webinar on-demand here.
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