Dataframed

AI leaders talk about innovation, but the wider reality is messy: fast change, uneven guardrails, and threats that span cyber, reputation, and customer harm. Industry-wide, organizations are shifting from one-off compliance to lifecycle governance—from inception to decommissioning—supported by boards, CEOs, and frontline teams. For professionals, that shows up as coordination work: shared metrics, incentives for responsible delivery, embedded ethics partners, and rapid-response groups when a new risk appears. How do you decide who is accountable for model behavior? What signals should trigger escalation? And what sources can you trust to stay informed without getting overwhelmed?Andrea Bonime-Blanc, JD/PhD, is founder and CEO of GEC Risk Advisory, a board member, strategic advisor, and award-winning author. She specializes in the governance of change, advising companies, NGOs, and governments on global strategic risk, leadership trust, geopolitics, sustainability, cyber resilience, and exponential technologie