Why Explain?

End users require an explanation of the decision or action recommended made by the AI system in order to carry out the recommendation.

Business users require an explanation to ensure corporate governance and manage reputational risk to their group or company.

Data scientists require explanations to validate models and also perform trade-offs between accuracy of the model and performance criteria.

Regulators require explanations to ensure compliance to existing regulations and ensuring that no harm comes to consumers.