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In this episode of AI Across the Product Lifecycle, Michael Finocchiaro brings together two founders applying AI to very different engineering domains — healthcare and maritime logistics. Roger Johnston, CEO of Axial3D, explains how AI-driven segmentation and automation are transforming medical imaging into accurate 3D anatomical models used by surgeons, device manufacturers, and medical researchers. The discussion explores how AI is accelerating clinical workflows while enabling a new generation of personalized medical devices. Shahroz Khan, founder of Compute Maritime, shares how his company applies advanced simulation and machine learning to optimize ship design and operational efficiency. From fuel consumption to hydrodynamics and route optimization, AI is increasingly reshaping the economics of global shipping. Together, the conversation highlights a broader pattern: AI is not just improving individual engineering tools — it is connecting data, simulation, and decision-making across the entire product lifecycle. Topics covered include: How AI converts raw engineering data into actionable models Automation in medical imaging and surgical planning AI-driven simulation and optimization in maritime engineering Data pipelines and digital threads in complex engineering systems What founders building AI-native engineering platforms are learning from customers Two industries. Two very different datasets. One shared shift: AI becoming the connective tissue of modern engineering workflows. Guests Roger Johnston — CEO, Axial3D Shahroz Khan — Founder & CEO, Compute Maritime Host Michael Finocchiaro — Founder, DemystifyingPLM | Host of AI Across the Product Lifecycle Follow for more interviews with founders building the future of engineering software and industrial AI.