Challenges include increased development complexity, the need for more computing resources, testing extensively for accuracy, explaining AI behavior to users, and staying up-to-date as algorithms evolve. Mitigate issues by starting small, tapping AI experts, maintaining flexible architecture, monitoring closely, and setting fail-safes.