Data and Product Roles are Changing with Generative AI

<p>In this episode of Leadership Exchange, Danny Thompson talks with Rossella Vital, VP of Engineering at Sprout Social. They map the shift from building single models to designing intelligent systems with agents, evaluation loops, and strong data governance. The conversation covers how roles are changing for data scientists, analysts, engineers, and product managers, what enablement looks like inside a company wide AI platform, and why leadership structures are adapting with the rise of the Chief AI Officer. You will also hear practical advice on prototyping for executive buy in and the skills that help teams stay relevant.What you will learn • Architecting intelligent systems with agents and evaluation • Judgment and validation to manage hallucinations • Data quality and governance as a prerequisite for agent workflows • How AI product managers operate and what they must own • Practical prototyping to clarify strategy for executives • Why leadership is evolving toward a Chief AI Officer</p><p><br></p><p>Chapters</p><p>00:00 Intro</p><p>03:00 Role shifts for data scientists and engineers</p><p>06:08 Inflection point with LLMs and agents</p><p>08:31 Expertise, hallucinations, treat AI like a teammate</p><p>12:25 From single models to intelligent systems and evaluation</p><p>16:42 Enablement platforms to scale AI across teams</p><p>18:26 Agentic analysts plus data quality and governance</p><p>31:41 The Chief AI OfficerDanny Thompson on Linkedin: <a href="https://www.linkedin.com/in/dthompsondev/" target="_blank" rel="noopener noreferer">https://www.linkedin.com/in/dthompsondev/</a>Rossella Blatt Vital on Linkedin: <a href="https://www.linkedin.com/in/rossellavital/" target="_blank" rel="noopener noreferer">https://www.linkedin.com/in/rossellavital/</a>This Dot Labs Twitter: <a href="https://x.com/ThisDotLabs" target="_blank" rel="noopener noreferer">https://x.com/ThisDotLabs</a>This Dot Media Twitter: <a href="https://x.com/ThisDotMedia" target="_blank" rel="noopener noreferer">https://x.com/ThisDotMedia</a>This Dot Labs Instagram: <a href="https://www.instagram.com/thisdotlabs/" target="_blank" rel="noopener noreferer">https://www.instagram.com/thisdotlabs/</a>This Dot Labs Facebook: <a href="https://www.facebook.com/thisdot/" target="_blank" rel="noopener noreferer">https://www.facebook.com/thisdot/</a>This Dot Labs Bluesky: <a href="https://bsky.app/profile/thisdotlabs.bsky.social" target="_blank" rel="noopener noreferer">https://bsky.app/profile/thisdot