In 2025, world enterprises invested an estimated $684 billion in AI initiatives. In excess of 80% of that investment unsuccessful to provide its supposed business price. The tools worked. The engineers showed up. The models ran. What broke was another thing completely — and it wasn’t the technological know-how. The hazards of poor knowledge