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Jeff Griffith & Naveen Mahankali, Raymond James | Neo4j GraphSummit 2026 Analytics Table

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In this interview from GraphSummit 2026, Jeff Griffith, vice president of AI engineering and data science at Raymond James, joins Naveen Mahankali, vice president of technology at Raymond James, to talk with theCUBE's John Furrier about how knowledge graphs are becoming the trust and reasoning layer that moves agentic AI from pilots into production. Griffith explains that Raymond James builds AI capabilities tailored to its advisors rather than relying solely on general-purpose tools, letting AI dynamically query data across domains so financial advisors can move beyond static dashboards. Mahankali highlights how a Neo4j-powered data graph connects structured client and position data while enforcing entitlements, reducing the variability that comes with generating raw SQL. Both stress that answers must be measured against golden sources for accuracy before anything reaches production. The conversation also explores how AI has accelerated software delivery at Raymond James, with Griffith describing a project once planned for four months that AI helped complete in four days. Mahankali notes that data scientists, engineers and infrastructure teams now collaborate more fluidly, gaining visibility into each other's work in ways that boost productivity across the firm. The pair discuss how reusable, "stacked" knowledge capabilities compound in value, improving every downstream use case rather than solving problems one at a time. They also touch on how AI is reshaping hiring, with Raymond James prioritizing engineers driven to solve meaningful problems over those focused on routine tasks. From advisor-facing AI assistants to firmwide engineering velocity, Griffith and Mahankali outline how a large but nimble organization is turning trusted data into a durable competitive advantage. 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 - AI Strategies and Innovations in Graph Analytics 02:10 - AI Architecture in Raymond James 05:03 - Transforming IT: Embracing AI Advancements 07:47 - Enhancing Business through AI: Vendor Synergy and Efficiency 10:42 - Navigating Trust and Opportunities in Financial AI 14:19 - Optimizing Data and Engineering with AI 17:31 - Advancing the Future: Technology, Talent, and Collaboration #theCUBE #Neo4jGraphSummit #theCUBEresearch #RaymondJames #KnowledgeGraphs #AgenticAI #EnterpriseAI

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