What Budget 2026 Should Do for Responsible AI Adoption

Date:

Trending

- Advertisement -

Over the past 5 years, Artificial Intelligence (AI) has become a core component of India’s tech infrastructure. While the IndiaAI Mission, launched in 2024 with an outlay of ₹10,371 crore, provided a foundational push towards AI adoption in the country, the upcoming 2026 budget presents an opportunity to strengthen the foundation and build a responsible AI framework. A framework that balances between innovation and citizen well-being. Therefore, Budget 2026 should focus on four critical areas – sovereign compute capacity, ethical governance institutions, MSME empowerment, and climate-aligned infrastructure.

Sovereign AI Stack

The most urgent requirement for India is the development of a sovereign compute stack. Currently, most Indian startups and researchers rely on foreign cloud providers for the Graphics Processing Units (GPUs) needed to train large models. This creates a dependency that can lead to data sovereignty concerns and high costs.

Budget 2026 should allocate specific funds for a National Compute Credit Programme. This would allow local startups and academic researchers to access subsidised GPU time on India-based platforms. Industry experts suggest that treating data centres as essential national infrastructure, on par with roads or airports, would speed up approvals for building this capacity. The government can ensure that the country’s “intelligence” remains within its borders by providing viability gap funding to private players to set up high-performance computing centres in Tier-2 and Tier-3 cities.

- Advertisement -

Ethical Governance

Innovation without guardrails can lead to risks such as deepfakes, algorithmic bias, and privacy violations. In late 2025, the Ministry of Electronics and Information Technology (MeitY) released the IndiaAI Governance Guidelines, which introduced seven “sutras” (principles), including fairness, accountability, and safety. However, guidelines remain voluntary unless backed by institutional strength.

The upcoming budget should allocate funds for the establishment of an AI Safety Institute (AISI). This body would act as a technical advisor to sectoral regulators, helping them evaluate high-risk AI systems. For instance, in the financial sector, an inter-ministerial task force could use these funds to develop fraud-detection systems for UPI transactions. Instead of introducing a rigid “AI Act” that may stifle growth, the budget can fund “regulatory sandboxes” where companies can test new tools under government supervision to ensure they meet safety standards before a full market launch.

- Advertisement -

AI for MSMEs

Micro, Small, and Medium Enterprises (MSMEs) are the backbone of the Indian economy, yet they often lack the capital to adopt expensive AI tools. While large corporations are already using AI for supply chain management, many smaller firms are being left behind.

Budget 2026 should introduce an “SME AI-Readiness” grant. This could be a performance-linked incentive (PLI) for software providers who create “plug-and-play” AI solutions for small businesses. The budget should also support a Unified India Dataset Platform (IDP). The government can help MSMEs build tools tailored to the Indian market, such as voice-based assistants for rural traders who may not be comfortable with English interfaces, by providing anonymised, high-quality public data in local languages.

Green AI

Training AI models is an energy-intensive process. As India expands its data centre capacity, its carbon footprint will grow. Budget 2026 has a chance to lead the world by linking fiscal incentives for AI to sustainability benchmarks.

Tax holidays and accelerated depreciation for data centres should be tied to “Green AI” targets. For instance, a facility that procures at least 50% of its power from renewable sources should be eligible for higher tax benefits. By encouraging the use of energy-efficient hardware and cooling systems, the government can ensure that India’s tech growth aligns with the nation’s net-zero commitments.

Future-Ready Workforce

The final pillar of responsible adoption is the human element. With over 15 lakh engineers graduating annually, there is a mismatch between academic knowledge and the skills required for the AI era.

The budget should increase the outlay for “IndiaAI FutureSkills.” This programme should focus on AI ethics, data engineering, and prompt engineering. Establishing “Centres of Excellence” in collaboration with the private sector will allow students to work on real-world problems, such as using AI to improve crop yields or predict disease outbreaks in rural areas. The government can ensure that the benefits of AI are distributed nationwide rather than concentrated in a few tech hubs by modernising labs in polytechnic colleges and providing additional funds to tier 2 and tier 3 city educational centres.

2026 and Beyond

The Union Budget 2026 can give the AI industry in India a push to go from a consumer to a creator economy. India can build a powerful, trusted AI ecosystem by focusing on sovereign capacity, ethical oversight, and sustainable growth. Through responsible adoption of AI, the country can ensure that technology serves the needs of every citizen, from the farmer seeking weather advice to the small business owner managing a global supply chain. A forward-looking budget will provide the direction to make this vision a reality.

THE SNAPSHOTS

Sign up to get quick snaps of everyday happening, directly in your inbox.

We don’t spam! Read our privacy policy for more info.

- Advertisement -
Dipal Dutta
Dipal Dutta
Dipal Dutta, CEO of RedoQ

More Latest Stories

More Articles

Ethnic Wear Brand Alaya By Stage3 Raises Seed Funding Led by LC Nueva AIF

Gurugram-based Alaya By Stage3, a modern Indian wear brand operated by Cosmo Brands, has raised an undisclosed seed funding round led by LC Nueva...

Refurbished Electronics Platform Grest Secures FDI from Japan’s ICMG in Pre-Series A Round

Grest, an India-based premium refurbished electronics platform, has secured foreign direct investment from ICMG as part of its ongoing undisclosed Pre-Series A funding round, marking its first overseas investment. The development comes as India’s refurbished electronics market continues to formalise, with industry estimates pointing to...

Random video chat: what it is, how it works, and why people use it

In an era where connecting with others online has become part of everyday life,...

The IoT Platform Market Just Consolidated: Smart Integrators Are Looking Elsewhere

Three platforms changed owners in 15 months. Your stack didn't change. Your risk profile did.

Meta Platforms, Broadcom Partners to Co-Develop Multi-Gen Silicon AI Chips

Facebook parent Meta Platforms (NASDAQ: META) has expanded its partnership with Broadcom to co-develop...

Practo Names Srijesh Kumar as Global CPTO

India-based online doctor consulting platform, Practo has announced the appointment of Srijesh Kumar as...

Matrix Geo Solutions Wins ₹5.14 Crore Narmada Survey Project from MPSEDC

Matrix Geo Solutions Limited has received a Letter of Acceptance (LoA) from Madhya Pradesh...

Why Reliability and Security Are the New Differentiators in Enterprise Tech

For years, enterprises competed on features, scale, and speed. Today, the real differentiator is...

How Home-Based Healthcare is Improving Medical Accessibility Across India

The Indian health care industry has seen considerable transformation in recent times, primarily due to changes in patient demand and an increasing need for...

Mytek Launches Reverse Auction Model, Reports ₹48.29 Crore Revenue

Mumbai-based commerce platform Mytek on Tuesday launched a reverse auction model, introducing a bidding-based...

Trump Accuses Iran of Breaching Ceasefire, Warns Over Strait of Hormuz Transit

The US President Donald Trump has accused Iran of failing to allow adequate oil...

VES College of Architecture’s Dr. Prof. Anand Achari on Preparing Students for Real Urban Challenges with AI and Design Thinking

Speaking with TechGraph, Principal of VES College of Architecture (VESCOA), Dr. Prof. Anand Achari,...

Cisco Appoints Pete Shimer to Board, Daniel Schulman to Step Down

Cisco Systems (NASDAQ:CSCO) has appointed Pete A. Shimer to its board of directors, while...

Cisco Director Pete Shimer Files Initial Ownership Disclosure with SEC

Cisco Systems (NASDAQ: CSCO) board member Pete A. Shimer has filed an initial statement of beneficial ownership with the U.S. Securities and Exchange Commission...

8B, PayU Partner to Enable UPI Payments for Indian Users Across Central Asia

Central Asian fintech infrastructure company 8B has partnered with PayU Payments to enable UPI and other Indian payment options for merchants across Central Asia, marking a step towards building a cross-border payments corridor between India and the region. Under the partnership, PayU’s APIs will be...

Cisco Report: Cybersecurity Remains Top Challenge as Industrial AI Adoption Expands

Cisco Systems (NASDAQ:CSCO) has released its latest State of Industrial AI Report, highlighting how...

Motilal Oswal Alternates leads $280 Mn Series E Round for KreditBee

India based digital lending platform KreditBee (KrazyBee Services PVT Ltd) has raised $280 million...

Evolving Practices in Industrial Operations and Infrastructure

Industrial operations and infrastructure continue to evolve as organizations adapt to new technologies, regulatory...

SatLeo Labs Raises $2.2 Mn Seed Round Led by Unicorn India Ventures

SatLeo Labs, a Gujarat-based space tech startup focused on capturing high-resolution thermal and visible...

How Graphics on Cars Can Boost Your Business

In today's competitive market, businesses are constantly looking for innovative ways to stand out...

How Modern Technology Enhances Efficiency and Performance of Residential HVAC Systems

Modern technology has revolutionized many aspects of our daily lives, and residential HVAC systems...

Vanguard Reports Stake Below 5% in Google’s Alphabet

The Vanguard Group has reported that it now holds less than a 5 percent...

Vanguard Group Reports Ownership Below 5% in Apple Following Internal Realignment

The Vanguard Group has reported that it now holds less than a 5% stake...

NIELIT, SKD University Sign MoU to Expand AI, Cyber Security and Data Science Education in Rajasthan

The National Institute of Electronics and Information Technology (NIELIT) and Shri Khushal Das University...

VES College of Architecture’s Dr. Prof. Anand Achari on Preparing Students for Real Urban Challenges with AI and Design Thinking

Speaking with TechGraph, Principal of VES College of Architecture (VESCOA), Dr. Prof. Anand Achari,...

Cisco Appoints Pete Shimer as its board of directors

American multinational technology conglomerate, Cisco Inc (NASDAQ: CSCO) on Tuesday announced the appointment of...

Cambodia Installs Statue Honouring Mine Detection Rat Magawa

Magawa, a landmine detecting rat who was awarded a gold medal for his service,...

ASLI Appoints Rajagopal G as Chairman for 2026–28 Term

Association of Senior Living India (ASLI) has announced the appointment of Rajagopal G as...

realme Launches realme 16 5G in India with Dual 50MP Cameras, 7000mAh Battery

With a bid to strengthen its position in the mid range segment, realme has...

Cisco Appoints Pete Shimer to Board, Daniel Schulman to Step Down

Cisco Systems (NASDAQ:CSCO) has appointed Pete A. Shimer to its board of directors, while...

Vanguard Group Reports Ownership Below 5% in Apple Following Internal Realignment

The Vanguard Group has reported that it now holds less than a 5% stake...

Concord Control Systems Secures INR 84 Cr Order From Indian Railways For Loco Wireless Control Systems

Concord Control Systems Limited (BSE: CNCRD), a manufacturer of embedded electronic systems and a...

NIELIT, SKD University Sign MoU to Expand AI, Cyber Security and Data Science Education in Rajasthan

The National Institute of Electronics and Information Technology (NIELIT) and Shri Khushal Das University...