Traditional professional development often suffers from an "implementation gap" because sessions are frequently generic, compliance-driven, or disconnected from the actual daily needs of educators,. To address these challenges, AI-powered tools can streamline the administrative burden of planning while offering scalable, personalized coaching through video-based feedback and individualized learning maps,,. While AI provides a pathway to more flexible and responsive learning, its integration must be approached ethically to ensure data privacy and equitable access across all school districts,,.