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In this interview from the AWS Financial Services Symposium in New York City, Satyam Kancharla, chief product officer of Numerix, joins Brian Jakovich, managing director of Vertical Relevance, to talk with theCUBE's Rebecca Knight about how capital markets firms are moving from AI experimentation to production-ready agentic solutions. Kancharla explains that despite widespread enthusiasm for AI, the real barriers in financial services center on governance, security and auditability — ensuring emerging capabilities operate within a risk-minimized framework. Jakovich details how Vertical Relevance is helping Numerix build a foundational platform with multi-agent orchestration, a knowledge base and LLM integration, creating a repeatable structure for scaling AI use cases across the business. The panel also breaks down a concrete working example: Numerix's RFQ agent, which wraps the company's proven deterministic pricing and risk models with AI-driven intelligence to generate highly personalized responses to complex financial product requests. Kancharla notes that quote turnaround — once measured in hours or lost to same-day deadlines — can now be dramatically accelerated, and that the level of personalization previously reserved for top-tier clients can be extended far more broadly across trading desks. Jakovich frames this as evidence of a larger industry shift: AI moving from a technical exercise to a genuine business differentiator. From unifying parallel AI efforts into a single platform strategy to democratizing premium service across capital markets, the discussion offers a practical roadmap for financial institutions ready to translate AI investments into measurable outcomes. Find more SiliconANGLE news and analysis https://siliconangle.com/ Follow theCUBE's wall-to-wall event coverage https://siliconangle.com/events/ Learn about the latest theCUBE events https://www.thecube.net/ 00:00 - Intro 00:06 - Transforming Capital Markets: Innovations and Insights with AI and Data 02:47 - Personalized AI: Trends, Benefits, and Gratitude #theCUBE #AWSFinServ #theCUBEresearch #Numerix #VerticalRelevance #AI #CapitalMarkets

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