The key problem-solving methods for manufacturers include Lean manufacturing, Six Sigma, and the PDCA (Plan-Do-Check-Act) cycle. These methodologies focus on eliminating waste, optimizing processes, and implementing continuous improvement to enhance operational efficiency.