As AI models become more powerful and increasingly commoditized, the real competitive advantage may lie in the quality and context of the data feeding them. In this episode of the CEO Series, Lenny Murphy speaks with Rob Key, founder and CEO of Converseon, about the growing importance of structuring unstructured data for AI and research. Rob explains why traditional sentiment analysis falls short, how context engineering can improve accuracy while reducing AI costs, and why brands need stronger governance around the data flowing into AI agents. They also explore the risks of AI-generated content contaminating future datasets, the evolving role of social and consumer intelligence platforms, and why domain-specific models could become critical infrastructure for enterprise AI.

Key Discussion Points

• Why data quality matters more in the GenAI era: Rob explains how small inaccuracies in unstructured data can become significantly amplified when AI systems consume and reason across that information.
• Moving beyond basic sentiment analysis: The conversation explores entity- and aspect-level sentiment, attitudes, intensity, trust, and other dimensions that can provide a much richer view of consumer opinion.
• Context engineering as AI infrastructure: Rob argues that organizations need to structure data according to their own brands, industries, language, and definitions before passing it into general-purpose AI agents.
• The emerging AI ecosystem: Lenny and Rob discuss a future where frontier models provide foundational intelligence while smaller, purpose-built models, platforms, and agents create differentiation through specialized context and workflows.
• AI-generated content, trust, and ethics: They examine the growing challenge of AI-generated content training other AI systems, the importance of distinguishing meaningful human expression from automated noise, and the responsibility organizations have when influencing AI-generated perceptions.

Resources and Links

• Converseon

You can reach out to Rob Key on LinkedIn

Many thanks to Rob Key for being our guest. Thanks also to our production team and our editor at Big Bad Audio.