The Union Budget 2026 signals a decisive step toward building an AI-driven economy, but its success will ultimately depend on India’s ability to create an AI-literate workforce. While artificial intelligence is not presented as a standalone theme, the Budget’s strong focus on semiconductors, rare earths and advanced manufacturing reflects a clear vision to position India as a global technology and innovation hub. These investments, however, will only deliver transformative impact if paired with widespread AI literacy across the workforce.

 As manufacturing and services evolve, intelligence and data will increasingly drive operations. AI will be embedded in product design, factory operations, predictive maintenance, quality control, and supply chain optimisation. To fully leverage these technologies, engineers, managers and frontline workers will need to understand, interact with, and augment AI systems. Strengthening domestic manufacturing and advanced technology capabilities is crucial, but without a workforce trained to operate and optimise these intelligent systems, the potential of these investments will remain underutilised.

Talent creation

 Recognising this, the Union Budget places strong emphasis on skill development and talent creation. A major highlight is the establishment of 15,000 AI labs in schools and the launch of 10,000 technology fellowships at premier institutions such as the IITs. These initiatives aim to instil AI literacy early, providing students and young professionals with personalised learning opportunities and future-ready skills. By building a steady pipeline of AI-capable talent, India can ensure that its technological infrastructure is matched by human capacity to extract maximum value from it.

Similarly, the creation of a high-powered panel to assess AI’s impact on services, jobs and skill requirements reflects an understanding that workforce transformation must accompany technology adoption. AI will change the nature of work, automating some tasks while creating new roles and opportunities for productivity enhancement. A literate workforce will be able to transition into these new roles, collaborate with intelligent systems, and contribute to inclusive economic growth.

Data centre development is a cornerstone of the AI vision. As AI adoption scales across sectors, secure, high performance, and energy-efficient data centres will become critical. These facilities require technically skilled personnel to manage complex computational workloads, optimise energy use, and ensure low latency performance. Developing these capabilities is not just about building hardware; it is about training the workforce to operate, maintain, and innovate within a data-driven ecosystem. Without AI literacy, the sophistication of data centre infrastructure cannot be fully leveraged for national growth.

People and technology

Taken together, the Union Budget 2026 presents a roadmap that is as much about people as technology. By integrating investments in manufacturing, semiconductors, data centres, AI labs and fellowships with a deliberate focus on AI literacy, the Budget seeks to align human capital with technological capability. India’s ambition to become a global innovation hub will not be realised by infrastructure alone; it will be realised by equipping its workforce with the skills to harness, deploy, and scale AI across sectors.

In essence, the Budget highlights a fundamental truth: building an AI-ready India requires more than machines and chips; it requires a population of learners, professionals and innovators who understand AI and can apply it responsibly. By foregrounding AI literacy alongside technology investments, the Union Budget 2026 lays the foundation for sustainable, inclusive, and transformative growth in an increasingly AI-driven global economy.

Jaspreet Bindra, Co-Founder and CEO, AI&Beyond

Published on February 1, 2026