ThetaRay Launches Ray, An Agentic AI Investigation Suite  – Finovate

• ThetaRay has launched Ray, an Agentic AI investigation suite designed to help banks automate and standardize transaction monitoring investigations amid rising alert volumes and regulatory scrutiny.
• The platform targets growing regulatory demands from frameworks such as the EU’s AMLR and FinCEN’s AML/CFT directives by delivering faster, more consistent, and audit-ready investigations with traceable, explainable AI.
• Ray helps firms create compliance-critical workflows and scale AML operations without relying on manual processes or increasing headcount.

Financial crime detection company ThetaRay has launched a new set of tools to help firms keep up with evolving regulations in the face of advanced fraud. Called Ray, the new Agentic AI investigation suite aims to help banks conduct transaction monitoring investigations.

Ray is embedded into ThetaRay’s Investigation Center, an Agentic investigation suite designed for banks, fintechs, and payments platforms balancing high alert volumes with rising regulatory demands. Ray combines autonomous investigations with on-demand analyst support. The fintech anticipates Ray will ultimately help banks reduce the time it takes to resolve cases and create more consistency in investigations that span internal teams and jurisdictions. ThetaRay created Ray to autonomously handle the full investigation by validating the geolocation, analyzing patterns, and scanning adverse media to prepare a structured, audit-ready case-file document.

The launch is strategic and comes at a time when regulators across the globe are raising their expectations for investigative quality and documentation. The EU’s new Anti-Money Laundering Regulation (AMLR) and AML Authority framework require stronger due diligence, more rigorous monitoring and record-keeping, and consistent compliance controls across jurisdictions. In the US, FinCEN’s AML and Counter Financing of Terrorism (CFT) directives require transparent, evidence-based investigations and Suspicious Activity Report (SAR) narratives.

“This is an incredibly important moment for us and for the industry,” said ThetaRay CEO Brad Levy. “I couldn’t be more energized by the opportunity to tackle one of the biggest challenges in financial crime compliance. Our mission is simple: to help make global markets more modern and secure for all. The future will be shaped by people who care and by megatechs and specialized fintechs working closely together to raise the bar for transparency, accountability, and lasting trust.”

However, as regulators require higher investigative quality, documentation, and more defensible decisions, alert volumes continue to rise and place a strain on investigation teams, requiring manual data gathering.

“Financial institutions are moving beyond experimentation toward real, production-grade use of Agentic AI in compliance-critical environments,” said Microsoft Global Head of AI Strategy and GTM for Payments and Banking Tyler Pichach. “Platforms like Ray demonstrate how Agentic AI, when deployed on a secure and governed cloud like Microsoft Azure, can help banks modernize complex investigation workflows while meeting regulatory expectations for transparency, control, and trust.”

With Ray, firms can prepare for this increased strain by using it to automate evidence collection, behavioral and counterparty analysis, open-source checks, and document review and narrative generation. Built and deployed on Microsoft Azure, Ray offers an on-demand AI assistant that supports questions from analysts and deeper exploration.

“Manual investigations inevitably vary from analyst to analyst. Ray introduces a consistent reasoning framework across the entire operation, reducing subjectivity, and ensuring that each case, no matter who handles it, stands up to scrutiny,” said ThetaRay Regulatory Affairs Manager David Shapiro. “Most importantly, Ray was built so that every decision is traceable back to evidence. In a regulatory environment that demands transparency, AI explainability is the foundation.”

As regulators require more defensible, consistent, and transparent investigations, financial institutions are under pressure to modernize workflows that rely on manual analysis and fragmented tools. By embedding Agentic AI directly into the investigation process, ThetaRay is positioning Ray amid the next generation of AML operations in which regulators require speed, consistency, and explainability.

Founded in 2013, ThetaRay offers transaction monitoring, transaction and customer screening, and customer risk assessment suites to help firms fight financial crime. The Israel-based company helps its 100+ institutional clients leverage AI to monitor 15 billion transactions valued at $20 trillion on an annual basis.

Photo by cottonbro studio

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