
UCL Centre for Sustainable Business Co-Director and Professor Paolo Taticchi, along with Giovanni Giamminola, have co-authored a new white paper that explores “Cognitive Governance in the AI Era: A Framework for Strategic Decision-Making When Machines Shape Thinking.”
Their paper addresses a new and pressing challenge for organisations: as AI systems become embedded in strategic workflows, the risk is no longer only that AI produces inaccurate outputs, but that leaders gradually reduce their cognitive authority to machines without noticing.
Drawing on 18 months of fieldwork and a diagnostic survey of over 100 senior executives across Europe, the authors introduce the concept of Cognitive Risk — the erosion of independent reasoning that emerges from repeated, unreflective collaboration with AI.
To help leaders navigate this challenge, the paper proposes what they call the AI Thinking Quadrants, a framework that identifies four distinct cognitive postures leaders adopt when engaging AI in strategic work: Exploratory, Generative, Critical, and Operating. These postures reflect two dimensions: Whether the cognitive task is one of sensemaking or analysis; and whether strategic ownership is human-led or model-led. The framework also maps these postures onto the phases of the strategy process, from problem framing and option generation through to evaluation, selection and execution planning.
Paolo and Giovanni further introduce three governance mechanisms for preserving human strategic agency: Evidence Mapping, which makes reasoning chains visible and traceable; Posture Switching Protocols, which embed deliberate transitions between cognitive modes into decision workflows; and Cognitive Audit Trails, which maintain documentation of how human judgment was applied to AI-generated outputs. A practical Board Checklist for AI-mediated strategic decisions is also included.
The findings highlight a significant governance gap. While most executives switch between cognitive postures individually, fewer than half operate within explicit team-level guardrails. The paper argues that Cognitive Governance must evolve from an individual skill into an organisational capability, one that will define strategic advantage in an era of commoditised intelligence.