Approximate reasoning is a form of reasoning used in situations where information is imprecise, uncertain, or incomplete, often relying on fuzzy logic to draw conclusions. It is essential in fields like artificial intelligence and decision-making systems, allowing for flexible and human-like reasoning under ambiguity.