Eligibility verification challenges include incomplete patient data, complex insurance policies, and manual errors. These issues can lead to claim denials and delayed payments. Providers can overcome these challenges by using automated tools, standardizing processes, and training staff. Outsourcing verification services also helps improve accuracy and efficiency.