As AI systems become embedded in consequential decisions across finance, healthcare, energy, legal justice, and defence, explainability has shifted from a technical desideratum to an organisational and regulatory imperative. Yet what counts as sufficient explanation varies by domain, stakeholder, and decision context — and the tension between model performance and interpretability forces trade-offs that are … Continue reading Panel – Explainable AI as a business imperative: Governing AI in high-stakes industries