Relying on predictive AI models in diverse decision-making areas risks catastrophic consequences because of the fact that they usually consider correlation for causation. Therefore, decision-makers must adopt another approach, causal AI, which can help in identifying the relationship between effect and cause precisely. Causality is now considered one of the most important missing elements that