Heuristic algorithms are problem-solving techniques that utilize practical methods or intuitive reasoning to produce solutions more quickly than traditional algorithms. They are especially useful for complex or large-scale problems where finding an exact solution is computationally expensive or infeasible. By focusing on approximate solutions, heuristics enable efficient decision-making in areas like optimization, search, and scheduling within artificial intelligence.