AI‑Generated Friction Boosts Knowledge Worker Performance

Recent research from a U. S. public university shows that knowledge workers—scientists, teachers, lawyers, and business leaders—who deliberately use generative AI to challenge their own ideas produce higher‑quality solutions. The study interviewed 45 workers and analyzed their AI interactions, finding that prompting AI for opposing viewpoints or unlikely scenarios—termed ‘friction’—sparks novel insights and improves problem‑solving. Examples include a marketing professional uncovering overlooked customer preferences, an attorney discovering potential legal loopholes, and a supply‑chain scientist adapting unfamiliar computational methods. The findings caution against passive cognitive offloading, where users accept AI’s confident answers without scrutiny, and suggest organizations support friction‑generating practices through training, workshops, and safe experimentation spaces. By turning AI into a sounding board rather than a ghostwriter, workers can deepen expertise and produce more creative, robust outcomes.