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Napier Unveils Insights AI to Improve AML Screening

March 17, 2026
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Regtech Napier AI unveiled Insights AI, its new answer to assist corporations improve their anti-money laundering (AML) screening processes.

The brand new providing will assist monetary crime compliance groups shut key gaps in AML investigations by offering behavioral analytics and AI-enabled explanations of contributing exercise.

Headquartered in London, Napier AI made its Finovate debut at FinovateEurope 2018.

AI-powered monetary crime compliance options supplier Napier AI introduced new performance in its Transaction Monitoring answer that can assist corporations with their anti-money laundering (AML) screening. The brand new providing, Insights AI, offers behavioral analytics and pure language explanations to be used in monetary crime compliance, closing what Napier known as “essential gaps” in anti-money laundering investigations.

The brand new performance comes courtesy of an innovation partnership between Napier AI and the UK Monetary Conduct Authority (FCA), with the corporate leveraging the FCA’s Supercharged Sandbox to check new fashions and techniques. The objective was to offer monetary crime compliance groups with a software that may floor clear, AI-enabled explanations of buyer habits past the preliminary alert. These insights can be out there instantly inside transaction monitoring duties, highlighting behavioral patterns and illuminating potential new or rising dangers through the investigation. It’s because, for many compliance groups, the problem is much less complete alert quantity and extra about investigation inefficiency. To this finish, Insights AI identifies related behavioral patterns, explains contributing exercise in context, reduces the period of time spent on handbook knowledge evaluation, and permits compliance groups to concentrate on extra complicated points through the investigation course of.

Napier Chief Knowledge Scientist Janet Bastiman underscored the worth of the connection between the corporate and the FCA. “Taking part within the FCA Supercharged Sandbox allowed us to design and run new approaches to testing AI fashions for anti-money laundering,” Bastiman stated. “One of many greatest historic challenges in tackling complicated cash laundering typologies is the disconnected nature of the info required for sample evaluation alongside the entire lifecycle of buyer habits or transaction flows.”

Beneath the title “Mission Theseus,” the expertise was examined for sample mining and fluid dynamics as a part of the FCA Supercharged Sandbox Showcase. This concerned the deployment of frequency-based AI algorithms on large-scale artificial monetary knowledge units to establish cash laundering typologies extra successfully than conventional rules-based methods—whereas utilizing considerably much less computing energy. The examined AML transaction monitoring fashions now kind a part of the Napier AI Continuum platform and help the corporate’s newly introduced Insights AI characteristic.

“The embedding of Insights AI into our Transaction Monitoring answer is all about guaranteeing the unbelievable knowledge science behind the scenes is surfaced in a means that places energy into the fingers of AML analysts, to make the absolute best human-in-the-loop choices for the alerts,” Napier AI Chief Product Officer Will Monk stated. “We lead with a compliance-first strategy to AI in AML by partnering carefully with the FCA so we will guarantee our product aligns with regulatory steering and meets coverage targets round lowering the impression of financial crime on the UK.”

Based in 2015, Napier AI made its Finovate debut at FinovateEurope 2018 in London. On the convention, the corporate demonstrated how its buyer screening and transaction monitoring enhancement software program permits corporations to reinforce their AML and consumer screening processes. The corporate’s expertise helps cut back false positives by as much as 80% whereas considerably reducing operational threat and value.

Napier AI started the yr with the launch of MV Defend—Powered by Napier AI. The fruit of a partnership between Napier AI and banking expertise supplier Mutual Imaginative and prescient, MV Defend is a compliance-as-a-service (CaaS) answer constructed particularly for constructing societies and credit score unions within the UK and Canada. MV Defend offers an alternative choice to normal AML methods, aligning its controls, reporting, and threat fashions to the precise wants of membership-based monetary establishments.

Picture by Thomas Windisch


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