Urban talent adapts faster to automation. But in rural areas, lack of infrastructure and training access puts workers at higher risk. If India doesn't bring tier-2 and tier-3 towns into skilling programmes, automation could deepen the economic divide rather than fix it. Bridging this gap is key to inclusive and balanced growth.