Beyond the Hype: The Engineering Reality of AI Video Automation

As demands for localized marketing content explode, developers are turning to AI pipelines to bypass traditional studio production. However, technical hurdles like audio drift and GPU resource management prove that scaling high-quality AI video requires deep backend engineering beyond simple API calls.