Amid growing concerns around automation-led job losses, the India AI RAM Report recommends the creation of a national AI Workforce Transition Platform to map at-risk jobs and identify emerging AI roles. The roadmap suggests targeted skilling pathways, financial support and certifications, especially in high-automation sectors such as manufacturing, logistics and gig work.