How Domain-Specific GenAI-Driven Orchestration Unlocks Value in Secure and Siloed Data Environments - with Arun Subramaniyan of Articul8

Today’s guest is Itumeleng Masunyane, Senior Vice President of Internal Audit at Amicorp Group. Amicorp provides corporate management, financial markets, and fund administration services with a strong presence in emerging markets. Itumeleng joins Emerj Editorial Director Matthew DeMello on the show to discuss the expanding role of AI in internal audit — moving beyond compliance into broader strategic influence across the enterprise. She shares how AI is enabling real-time risk monitoring, automating routine audit tasks, and helping internal audit teams generate timely insights for business leaders. Their conversation also explores how audit functions can reposition themselves as key players in digital transformation efforts and what foundational shifts in data infrastructure and team culture are needed to support that evolution. For audit and risk leaders, Itumeleng offers a grounded perspective on where AI is already making a measurable impact — and why human judgment remains essential for interpreting results, advising stakeholders, and driving long-term value. The views expressed by Itumeleng on today’s program do not reflect that of Amicorp or its leadership. This episode is sponsored by MindBridge. Learn how brands work with Emerj and other Emerj Media options at emerj.com/ad1. Want to share your AI adoption story with executive peers? Click emerj.com/expert2 for more information and to be a potential future guest on the ‘AI in Business’ podcast!

Today’s guest is Arun Subramaniyan, Founder and CEO of Articul8. After earning his PhD simulating jet engines and leading GE's digital twin revolution, he's helping Articul8 build domain-specific AI solutions for the world's most complex industries - from Wall Street to electrical grids and aerospace design. Arun joins us on today’s show to share why simply plugging in large language models isn’t enough for industries with complex, high-stakes processes. Arun explains how enterprises can move beyond general-purpose AI by creating domain-specific models that understand specialized terminology and data, and how orchestration frameworks—what he calls the “Model Mesh”—enable these models to work together dynamically to answer nuanced business questions. Want to share your AI adoption story with executive peers? Click emerj.com/expert2 for more information and to be a potential future guest on the ‘AI in Business’ podcast! This episode is sponsored by Articul8. Learn how brands work with Emerj and other Emerj Media options at emerj.com/ad1.

Today’s guest is Joe Troy, Senior Manager of Sight Risk at Amazon. Joe leads efforts to harness AI-powered video intelligence to transform retail security and operational workflows. With extensive experience in risk management and physical security, Joe joins Emerj Managing Editor Matt DeMello to discuss how AI is accelerating investigations, reducing labor costs, and enabling real-time fraud and safety alerts. He unpacks how video intelligence is shifting security teams from reactive surveillance roles to proactive business partners focused on enhancing customer experience and operational efficiency. Joe also shares practical advice for retail leaders on adopting AI-driven video systems responsibly, balancing enablement with privacy and trust considerations. This episode is sponsored by Solink. Learn how brands work with Emerj and other Emerj Media options at emerj.com/ad1.Want to share your AI adoption story with executive peers? Click emerj.com/expert2 for more information and to be a potential future guest on the ‘AI in Business’ podcast!

Today’s guest is Michael Zaiac, Head of Medical Oncology for Europe and Canada at Daiichi Sankyo. Michael joins the platform in a special episode focused on how AI is driving measurable ROI in clinical trials — particularly in eligibility and driving diversity in patient populations. Their conversation explores how life sciences teams are applying advanced analytics to accelerate enrollment, improve diversity in study populations, and reduce time to trial completion. Michael also shares where generative AI is beginning to play a role in patient-facing materials, including simplified consent forms and study summaries. Throughout the episode, Michael emphasizes the importance of early stakeholder alignment, regulatory transparency, and the discipline required to deploy AI responsibly in high-risk clinical environments. This episode is sponsored by Medable. Learn how brands work with Emerj and other Emerj Media options at emerj.com/ad1. Want to share your AI adoption story with executive peers? Click emerj.com/expert2 for more information and to be a potential future guest on the ‘AI in Business’ podcast!

Today’s guest is Miranda Jones, SVP Data & AI Strategy Leader at Emprise Bank, to explore how banks can design AI systems that balance compliance obligations, customer expectations, and employee experience. Miranda unpacks why explainability shouldn’t be an afterthought—and how embedding transparency into AI workflows helps institutions avoid costly rework and build trust across all stakeholders. She discusses the importance of co-designing solutions with the people closest to the work and why slowing down to define meaningful KPIs is essential to long-term success. Want to share your AI adoption story with executive peers? Click emerj.com/expert2 for more information and to be a potential future guest on the ‘AI in Business’ podcast! This episode is sponsored by Searce. Learn how brands work with Emerj and other Emerj Media options at emerj.com/ad1.

Today’s guest is Marc Fredman, Chief Strategy Officer at CCC Intelligent Solutions. Marc joins Emerj CEO and Head of Research Daniel Faggella to discuss how leading insurers are using AI to manage growing complexity across the insurance supply chain — from vehicle damage assessment to claim settlement and subrogation. He breaks down where AI is already delivering value across the claims process — including computer vision for total loss prediction, generative AI for document summarization, and predictive analytics for early subrogation detection. Marc emphasizes the need for insurers to shift their mindset from siloed departments to orchestrators of an interconnected “insurance economy” involving repair shops, OEMs, medical providers, and more. He also shares strategies for adopting AI at scale — starting with quick-win use cases that fund the journey, designing pathways to production, and integrating AI side by side with human expertise to improve speed, accuracy, and customer experience. Want to share your AI adoption story with executive peers? Click emerj.com/expert2 for more information and to be a potential future guest on the ‘AI in Business’ podcast! Learn how brands work with Emerj and other Emerj Media options at emerj.com/ad1.

Today’s guest is Brad Kennedy, Senior Director of Business Solutions Strategy at Orlando Health. Brad joins Emerj Senior Editor Matthew DeMello to explore what it takes to implement AI across a complex care environment. From improving patient experience to easing clinician burdens, Kennedy highlights the need for precision, transparency, and collaboration to ensure AI earns its place in provider workflows. Brad shares lessons from his experience in patient experience strategy and innovation, offering insights into how AI tools—from virtual care to clinical decision support—can improve outcomes without replacing physician judgment. The conversation also touches on key inflection points from COVID-19 to the generative AI boom and what’s next as agentic systems come into focus. Want to share your AI adoption story with executive peers? Click emerj.com/expert2 for more information and to be a potential future guest on the ‘AI in Business’ podcast! This episode is sponsored by NLP Logix. Learn how brands work with Emerj and other Emerj Media options at emerj.com/ad1.

Today’s guest is Raheel Retiwalla, Chief Strategy Officer at Productive Edge. Productive Edge is a digital transformation consultancy specializing in healthcare that helps payers, providers, and health tech companies use data to streamline operations, reduce costs, and improve outcomes. Raheel returns to the program to outline how agentic AI is helping payers and providers shift from reactive workflows to proactive, real-time engagement. Raheel explores practical use cases already in deployment—from AI agents that monitor benefit utilization and prevent care disruptions, to systems that surface behavioral health risks through missed appointments or medication gaps. Want to share your AI adoption story with executive peers? Click emerj.com/expert2 for more information and to be a potential future guest on the ‘AI in Business’ podcast! This episode is sponsored by Productive Edge. Learn how brands work with Emerj and explore media options at emerj.com/ad1.

Today’s guest is Emily Nguyen, Head of Industrials at Palantir Technologies. Emily joins Emerj Editorial Director Matthew DeMello to discuss how Project Warp Speed is helping manufacturing leaders scale AI rapidly and effectively. She breaks down the key values driving successful AI adoption — including mission focus, first-principles thinking, and urgency — and shares real-world examples of AI applications in manufacturing, such as visual inspection and predictive maintenance. Emily recommends starting small with AI projects, meeting users where they are, and integrating with existing systems. She also explores the future of industrial collaboration, highlighting efforts to preserve tribal knowledge and enhance supply chain connectivity to improve national readiness. Want to share your AI adoption story with executive peers? Click emerj.com/expert2 for more information and to be a potential future guest on the ‘AI in Business’ podcast! If you’ve enjoyed or benefited from some of the insights of this episode, consider leaving us a five-star review on Apple Podcasts, and let us know what you learned, found helpful, or liked most about this show!

Today’s guest is Kevin Kiley, President of Airia. With extensive experience helping large enterprises implement secure and scalable AI systems, Kevin joins Emerj Editorial Director Matthew DeMello to explore how agentic AI is reshaping enterprise workflows across industries like financial services. He explains how these systems differ from traditional AI by enabling autonomous action across connected environments—introducing both new efficiencies and new risks. Kevin breaks down a phased roadmap for adoption, from quick wins to broader orchestration, and shares key lessons from working with organizations navigating complex compliance, data governance, and access control challenges. He also highlights the growing importance of real-time safeguards and defensive security strategies as AI capabilities — and threats — continue to evolve. This episode is sponsored by Airia. Want to share your AI adoption story with executive peers? Click emerj.com/expert2 for more information and to be a potential future guest on the ‘AI in Business’ podcast!