Greedy Best-First Search is a search algorithm that expands the most promising node chosen according to a specified heuristic function, aiming to find a solution quickly by prioritizing paths that appear to lead most directly to the goal. It can be efficient but is not guaranteed to find the optimal solution, as it only considers the heuristic cost and not the total cost from the start node.