To ensure fair compensation, companies often conduct salary benchmarking and market surveys to compare their pay structures with industry standards. They may also use job evaluation techniques to assess the value of each position within the organization. Additionally, implementing transparent pay equity policies can help prevent wage discrimination and promote fairness.