The first wave of artificial intelligence adoption was driven by speed. Companies wanted faster research, faster drafting, faster customer service, faster sales, faster decisions. In boardrooms and management meetings, AI was presented as a productivity tool, a cost-saving mechanism, and in some cases, a competitive necessity.
That phrase is already giving way to something more serious. The next wave of AI will not be defined only by what companies can automate. It will be defined by what they can explain, defend, and govern.
That is where many businesses are dangerously unprepared. For all the excitement around AI, a basic legal question remains unanswered in many organizations: If an AI system produces a harmful, biased, false, or commercially damaging outcome, who is responsible?








