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As AI Scales, India Inc Faces Governance Test

As AI Scales, India Inc Faces Governance Test


Key Points

  • Industry leaders argue AI governance must match adoption speed
  • Cybersecurity positioned as business imperative not support function
  • Indian engineering talent framed as strategic AI infrastructure asset

On National Technology Day, ‘s technology leaders are not celebrating breakthroughs alone. They are asking a harder question: as artificial intelligence becomes core infrastructure for Indian enterprises, are governance frameworks keeping pace with deployment speed?

The question matters because the gap between capability and accountability is widening. Organisations across sectors are accelerating adoption of AI, cloud computing and automation. But the systems emerging from this push are not merely tools for efficiency. They are decision-making engines that affect credit access, security posture and operational resilience for millions of users.

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Sachin Panicker, Chief AI Officer, Fulcrum Digital, frames the shift bluntly. “In today’s AI-first world, technology is no longer an enabler on the sidelines — it is core infrastructure powering how enterprises operate, make decisions and deliver value,” he said.

The framing is deliberate. When AI moves from experimental projects to production systems, the conversation must change. “The real challenge is not deploying AI, but ensuring it is reliable, explainable and aligned with and societal outcomes,” Panicker added.

This concern is not abstract. AI-driven threats are already reshaping enterprise risk. “Cybersecurity is no longer a support function — it is a business imperative,” Panicker said. “AI-driven threats are reshaping enterprise risk, making resilience and proactive defence critical to sustaining digital growth.”

The accountability imperative

Heather Dawe, Chief Data Scientist and Head of Responsible AI at UST, sees the same tension between speed and responsibility. “The rapid pace of technological advancement also brings greater responsibility,” she said. “As organisations adopt AI and digital technologies at scale, ensuring the security, resilience, and trustworthiness of the underlying infrastructure must remain a top priority.”

Dawe’s emphasis on trustworthiness reflects a practical concern. AI systems that users cannot trust will not deliver promised returns. “Innovation must be balanced with accountability, with equal focus on how responsibly technology is deployed and governed,” she said.

The inclusion question matters too. “AI and digital solutions should create opportunities across industries and communities, ensuring that growth is shared more broadly and equitably,” Dawe added. For a technology ecosystem often criticised for concentrating benefits in urban centres and established firms, this is pointed commentary.

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For Patanjali Somayaji, , , responsible innovation has immediate application. “India’s technology ecosystem is evolving at a remarkable speed to build the next generation of financial products,” he said. “From AI/ML-driven financial inclusion to secure digital infrastructure, indigenous innovation is expanding equitable access across the economy.”

The credit access gap remains substantial. “At Axio, we are committed to bridging the credit-access gap, helping underserved segments make informed financial decisions and build long-term financial resilience,” Somayaji said.

Talent as strategic infrastructure

Krishnakumar Govindarajan, Chief Technology Officer, MiQ, challenges the conventional framing of India’s AI constraints. The standard narrative emphasises infrastructure gaps — dependence on global cloud providers and foreign GPU supply chains. Govindarajan argues this misses the point.

“India’s most profound asset is not a data centre or a chip — it is our intellectual infrastructure,” he said. “Indian engineering teams are not peripheral” to global AI development. They are central to it.

The argument reframes India’s AI strategy. Hardware constraints are real. But a workforce capable of building, deploying and governing AI systems at scale represents a different kind of strategic advantage — one that infrastructure investment alone cannot replicate.

The executives’ views converge on a single point: the organisations that will lead India’s next technology phase are not those that deploy AI fastest. They are those that treat governance, security and inclusion as foundational requirements rather than afterthoughts.

Whether Indian enterprises will actually prioritise accountability alongside speed remains an open question. The gap between National Technology Day rhetoric and boardroom resource allocation is often substantial. But the framing has shifted. Responsible innovation is no longer positioned as a constraint on growth. It is positioned as a condition for it.

Your Questions, Answered

Why is AI governance important for Indian enterprises?

As AI moves from experimental projects to core infrastructure powering decisions, governance ensures systems remain reliable, explainable and aligned with business and societal outcomes. Without it, organisations face security risks and user trust erosion.

How is cybersecurity positioning changing in the AI era?

Industry leaders now frame cybersecurity as a business imperative rather than a support function. AI-driven threats are reshaping enterprise risk, making proactive defence critical to sustaining digital growth.

What is India’s strategic advantage in AI development?

According to industry executives, India’s intellectual infrastructure — its engineering talent capable of building and governing AI systems at scale — represents a strategic advantage that hardware investment alone cannot replicate.

What does responsible AI adoption require from organisations?

Responsible AI adoption requires equal focus on governance, security and inclusion alongside deployment speed. Organisations must ensure AI systems are trustworthy, accessible across communities and aligned with both business objectives and broader societal outcomes.



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