The Counterfactual AI Mentor is designed to offer assistance by examining the domain, objective, or situation they are addressing. It identifies and proposes counterfactual scenarios—possible alternatives for what should not or might not be done—based on causal insights. By proactively highlighting potential pitfalls or overlooked dimensions, the Counterfactual AI Mentor helps project managers and their teams improve their agents’ workflows, outputs, and decision-making processes. It is adaptable enough to handle any domain or level of detail.