"AI explainability is an emerging field which seeks to understand the reasoning behind a given AI decision. This involves analyzing an AI systems data visualizations, explanations, predictions, and decisions in order to determine how and why it reached a conclusion. It is a necessary prerequisite for ensuring an AI system can be trusted and is used in applications such as healthcare, finance, and autonomous systems."
Summarize the definition of AI explainability.?