"AI tokens and sovereign infrastructure as India's next economic reform frontier"
Hindu rate of growth
India's anaemic ~3% annual GDP growth rate during the Licence Raj era, pre-1991.
AI tokens
Units of text processed by large language models; the computational currency of AI inference.
India's post-independence economic framework rested on a mixed economy model. The state controlled the commanding heights of production through the Industrial Development and Regulation Act, 1951 and the broader Licence Raj system. Every firm needed government permission to start, expand, or change its product mix. Critics argue this web of controls suppressed entrepreneurship and kept growth at roughly 3% annually, what economists called the 'Hindu rate of growth'. Supporters note it built a diversified industrial base and ensured food security from a near-stagnant starting point.
The 1991 balance-of-payments crisis forced a fundamental rethink. Foreign exchange reserves fell to just a few weeks of import cover. The government responded with liberalisation, privatisation, and globalisation (LPG reforms), abolishing industrial licensing for most sectors, opening trade, and inviting foreign investment. GDP growth surged within a decade. This episode established a durable lesson in Indian policymaking: structural crisis can unlock structural reform.
Subsequent reform waves built on this foundation. The Goods and Services Tax (GST) rationalised indirect taxation across states. The Insolvency and Bankruptcy Code (IBC) created a creditor-friendly exit mechanism. The Production Linked Incentive (PLI) scheme replaced the old logic of penalising excess production with incentives for scale. The Jan Vishwas Act, 2023 decriminalised 183 provisions across 42 central Acts, reducing compliance burdens. Each step moved the regulatory philosophy further from 'prohibited unless permitted' toward 'permitted unless prohibited'.
The article frames Artificial Intelligence as the next transformational lever, equivalent in potential to what the 1991 liberalisation provided. The analogy is structural, not rhetorical. Just as liberalisation removed a permission-based bottleneck on enterprise, making AI tokens freely accessible could remove a cost-based bottleneck on cognition. The argument is that India has already demonstrated the capacity to leapfrog infrastructure generations: Aadhaar enrolled 1.38 billion people in a biometric identity system, the largest on earth; UPI now processes 250 billion annual transactions worth $3.4 trillion, handling roughly 50% of the world's real-time digital payments; Reliance Jio, launched in 2016, added 100 million subscribers in five months and drove mobile data prices from approximately $3 per GB to $0.10 within three years.
The central policy proposal is to subsidise AI inference, 'tokens', for the country's top 100 national R&D institutions and 5,000 schools. The estimated cost is approximately $2 billion annually, or about 0.06% of GDP. For context, India spends roughly $49 billion each year subsidising calories (food), chemicals (fertilisers), and carbon (LPG). The proposed AI subsidy is around one-fourteenth of the food subsidy and less than a single quarter's LPG under-recovery compensation. …
With reference to the Indian economy after the 1991 economic liberalization, consider the following statements:
1.Worker productivity (₹ per worker at 2004-05 prices) increased in urban areas while it decreased in rural areas.
2.The percentage share of rural areas in the workforce steadily increased.
3.In rural areas, the growth in non-farm economy increased.
4.The growth rate in rural employment decreased.
Which of the statements given above is/are correct?
With reference to Indian economy, consider the following statements:
1.The rate of growth of Real Gross Domestic Product has steadily increased in the last decade.
2.The Gross Domestic Product at market prices (in rupees) has steadily increased in the last decade.
Which of the statements given above is/are correct?
Examine the pattern and trend of public expenditure on social services in the post-reforms period in India. To what extent has this been in consonance with achieving the objective of inclusive growth?
What is the status of digitalization in the Indian economy? Examine the problems faced in this regard and suggest improvements.
Consider the following statements regarding India's Research and Development (R&D) expenditure:
1.India spends approximately 0.65% of its GDP on R&D.
2.South Korea's R&D spending as a percentage of GDP is higher than that of the United States.
3.China's R&D spending as a percentage of GDP is lower than that of India.
Which of the statements given above is/are correct?
Consider the following statements about the Unified Payments Interface (UPI):
1.UPI processes approximately 250 billion annual transactions.
2.UPI accounts for roughly 50% of the world's real-time digital payments by volume.
3.UPI is governed by the Reserve Bank of India directly, without any intermediary body.
Which of the statements given above is/are correct?
Match the following countries with their approximate R&D expenditure as a percentage of GDP:
List I (Country) — List II (R&D % of GDP)
A.India — 1. 4.9%
B.China — 2. 0.65%
C.South Korea — 3. 3.5%
D.United States — 4. 2.4%
Select the correct answer using the codes given below:
With reference to India's digital infrastructure, consider the following statements:
1.Aadhaar is the world's largest biometric identity system by number of enrolled individuals.
2.Mobile data prices in India fell from approximately $3 per GB to $0.10 per GB within three years of Jio's launch.
3.The government directly subsidised Jio's operations to achieve this price reduction.
Which of the statements given above is/are correct?
Assertion (A): India's proposed AI token subsidy for national R&D institutions and schools is estimated to cost approximately $2 billion annually, or about 0.06% of GDP.
Reason (R): India currently spends approximately $49 billion annually on subsidies for food, fertilisers, and LPG, making the AI subsidy a relatively small reallocation within existing welfare expenditure.
Which of the following is correct?
Want the full note, Prelims Facts & MCQ answers?
Create a free account — takes less than a minute.
Create free account