What happens when AI moves beyond chatbots and calculators to redefine how we process, interpret, and act on knowledge? In this episode of AI in Motion, we explore the intersection of artificial intelligence and qualitative expertise with Henri Schildt, CEO & co-founder of Skimle.com and Professor of Strategy at Aalto University. Henri dives into why AI should augment, not replace, human judgment, especially in fields like qualitative research, law, and strategy. He shares how his journey from academia to entrepreneurship led him to build tools that empower experts to analyze large bodies of text with transparency, traceability, and counterevidence, ensuring that AI serves as a collaborative harness rather than a black box. From the limitations of AI in understanding context (e.g., cultural nuances, organizational dynamics) to its potential to accelerate learning and decision-making, this conversation challenges the notion that automation comes at the cost of human insight. Henri also reflects on the future of work, where continuous monitoring and iterative improvement replace static projects, and why curiosity, critical thinking, and ethical responsibility remain irreplaceable in an AI-augmented world. The discussion touches on the OpenAI/Hugging Face incident as a cautionary tale about AI alignment, and why human oversight is non-negotiable in high-stakes domains. Why listen? Discover how AI can empower experts, from researchers to lawyers, to work faster and smarter without sacrificing depth or nuance.Explore the design principles behind AI tools that prioritize traceability, counterevidence, and human accountability.Learn why context matters in AI-driven analysis and how to avoid the pitfalls of over-automation in knowledge work.Understand the shift from project-based work to continuous, adaptive improvement in organizations leveraging AI.Gain insights into how education and skill-building must evolve to prepare the next generation for an AI-augmented future. Whether you’re a strategist, researcher, educator, or business leader, this episode offers a practical, grounded, and thought-provoking look at how AI is reshaping the way we learn, decide, and create. Keywords: AI in knowledge work, human-AI collaboration, qualitative research, AI and expertise, ethical AI, AI alignment, future of work, Skimle, Aalto University, Henri Schildt, Arash Hajikhani, AI in Motion podcast, traceability in AI, counterevidence, continuous improvement, AI for professionals, responsible automation