Enterprise AI shifts to decision-making

Enterprise AI is moving from generating outputs to making decisions. New approaches like risk-aware decision making and capability calibration let systems weigh acting versus being wrong. Appier's agents block around 80% of risky responses before reaching users. The next frontier is building systems that coordinate action with integrated decision logic.