“AI Is Shifting Our Infrastructure Strategy From A Resource-Centric Model To An Intelligence-Centric One”

The definition of a data center partner is changing as enterprises demand far more than infrastructure space and power. AI readiness, sovereign cloud, compliance and cyber resilience are emerging as critical requirements. Deepak Prajapati, CISO, Aye Finance Limited, explains how these priorities are influencing infrastructure decisions and shaping the next generation of enterprise data centers.
“AI Is Shifting Our Infrastructure Strategy From A Resource-Centric Model To An Intelligence-Centric One”
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The definition of a data center partner is changing as enterprises demand far more than infrastructure space and power. AI readiness, sovereign cloud, compliance and cyber resilience are emerging as critical requirements. Deepak Prajapati, CISO, Aye Finance Limited, explains how these priorities are influencing infrastructure decisions and shaping the next generation of enterprise data centers.

Q: Are Indian enterprises ready to shift to hyperscale / colocation DCs?

A: Indian enterprises are not just ready; they are compelled to transition to hyperscale and colocation data centers. The traditional on-premises model is becoming unsustainable for modern AI workloads, which demand unprecedented levels of power density, cooling efficiency, and compute elasticity. Moving to an AI-ready colocation environment allows enterprises to offload the massive infrastructure burden—such as managing direct-to-chip liquid cooling or high-power-density racks—to specialists who have already invested in that capability. For organizations like ours, this is a strategic move to focus on application-layer innovation rather than the "bricks and mortar" of data centers.

Q: How is AI changing your infrastructure and cloud strategy?

A: AI is shifting our infrastructure strategy from a resource-centric model to an intelligence-centric one. We are no longer just procuring servers; we are architecting environments for AI inference and hyperautomation. This means prioritizing infrastructure that supports low-latency network interconnects, GPU-optimized clusters, and AI-ready networking. Our cloud strategy has evolved to adopt a "hybrid-first" architecture, where we leverage sovereign, AI-ready clouds for our sensitive, high-performance workloads while utilizing managed services for agility. AI-driven observability and automated security operations (SecOps) are now baked into the infrastructure design phase, rather than bolted on later.

Q: What are your biggest concerns: security, cost, or compliance?


A: It is a tri-fold challenge, but compliance and security currently hold the highest priority. With the active enforcement of the DPDP Act and the strict mandates of the CSCRF (Cyber Security and Cyber Resilience Framework), compliance is the baseline for our existence. While cost—driven by global trends in NAND and DRAM pricing—is a significant concern, the cost of a security breach or regulatory non-compliance is exponentially higher. Therefore, we treat security and compliance as "first-order" governance topics. We mitigate costs not by compromising on these security layers, but by adopting OpEx-based models and leveraging managed services that optimize resource utilization.

Q: Are you prioritizing data localization & sovereign cloud?

A: Data localization is a cornerstone of our digital strategy. Given the regulatory landscape in India, we are not just complying with localization rules; we are prioritizing a "sovereign-first" cloud posture. This means ensuring that our regulatory data remains within the legal boundaries of India while maintaining high accessibility. We are actively engaging with cloud service providers who offer local data residency guarantees, ensuring we have sovereignty over our data while benefiting from the scale and agility of modern cloud providers. This is crucial for maintaining both investor trust and regulatory alignment.

Q: What will define the “ideal data center partner” in the next 3 years?

A: The ideal data center partner for the next three years must move beyond being a provider of "space and power." They must be an AI-infrastructure architect. In my view, the defining traits will be:

  • AI-Readiness: The physical ability to support high-density compute, including liquid cooling and high-power-per-rack capabilities.

  • Compliance Transparency: A partner that doesn't just promise compliance but offers auditable, framework-aligned infrastructures (such as CSCRF and ISO standards) and transparent reporting.

  • Integrated Orchestration: A partner capable of bridging the gap between physical colocation and managed cloud services, offering a unified control plane for visibility across the hybrid estate.

  • Cyber Resilience: A commitment to shared security responsibilities, including physical security integration and support for automated, real-time threat detection.

In summary, the transition we are witnessing is about building a resilient, compliant, and AI-first digital foundation. The next three years will reward those who view infrastructure not as a utility, but as a strategic enabler of business resilience.

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