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How GCCs Are Reshaping Enterprise AI

How GCCs Are Reshaping Enterprise AI

June 30, 2026 5 min read IT
How GCCs Are Reshaping Enterprise AI

Q1. Could you start by giving us a brief overview of your professional background, particularly focusing on your expertise in the industry?

I have 18.9 years of professional experience, with over 12 years dedicated specifically to Program Management and IT service delivery transformation. My core expertise lies in standing up and scaling Global Capability Centers (GCCs), leading enterprise IT programs, and driving large-scale ITSM implementations. Over my career, particularly in my roles at organizations like Experian and Novartis, I have managed the end-to-end migration of thousands of applications, navigated complex stakeholder ecosystems across global geographies, and implemented automation frameworks to deliver highly measurable cost and efficiency outcomes.

 

Q2. What factors are driving the increasing expansion of product, engineering, and transformation capabilities within GCCs?

From my experience directing the end-to-end buildout of a critical IT delivery hub from scratch, the primary factor is the shift from pure cost arbitrage to strategic value creation and ownership. GCCs are no longer viewed simply as back-office support; they are now primary innovation engines. The availability of deep technical talent allows global enterprises to seamlessly scale up across multiple service towers—as I witnessed when supporting a 500+ headcount scale-up. This enables organizations to centralize their engineering and transformation capabilities closer to where agile, high-quality execution actually happens.

 

Q3. How is AI changing the economics of enterprise operations, and which functions are likely to experience the greatest transformation?

AI fundamentally shifts the economics of operations by decoupling scale from headcount growth. For instance, when I deployed a global AI-powered IT Chatbot integrated with ServiceNow, it immediately reduced Tier-1 helpdesk incident volumes, delivering a 24% reduction in operational expenditure within just the first year. Functions like IT Service Management (ITSM) and first-line support are currently experiencing the greatest transformation. By automating routine workflows, we boosted team capacity by 18%, freeing up specialist bandwidth to focus on high-value, strategic initiatives rather than repetitive troubleshooting.

 

Q4. How are enterprises transforming decision-making processes through real-time data, analytics, and automated governance frameworks?

Enterprises are moving away from reactive reporting to proactive, dashboard-driven governance. In my recent programs, I designed and implemented executive governance dashboards aligned with ITIL best practices, which gave the Senior Leadership Team (SLT) real-time visibility into SLA adherence, critical KPIs, and overall programme health. Furthermore, leveraging automated governance tools—such as the GEAAR platform we utilized for FinTech audit and compliance requirements—ensures full traceability of risk decisions. This transforms how quickly and confidently leaders can make data-backed operational decisions with zero surprises.

 

Q5. How are technology service providers, consulting firms, GCCs, and in-house transformation teams reshaping the competitive landscape for enterprise transformation?

The landscape is becoming a deeply collaborative, hybrid ecosystem. GCCs increasingly act as the enterprise's central nervous system, while tech service providers and consulting firms bring specialized, on-demand acceleration. Managing relationships across India, the UK, and the US has shown me that the most competitive enterprises seamlessly integrate these models. By holding external vendors to strict SLA/OLA governance and security benchmarks, while maintaining strong in-house transformation leadership and continuous improvement practices, organizations can pivot faster and deploy critical systems with significantly reduced risk.

 

Q6. What assumptions about enterprise growth and productivity do you think are most likely to be challenged over the next decade?

The most significant assumption being challenged is that operational growth inherently requires a proportional increase in human capital and operational expenditure (OPEX). Through Agile and Lean Six Sigma methodologies, alongside AI integration, we are proving that you can scale output exponentially while flatlining or even reducing costs. Another challenged assumption is that complex, large-scale migrations require inevitable downtime; rigorous release management, automated workflows, and tight cross-functional governance are making zero-downtime, 100% compliant transitions the new operational standard.

 

Q7. If you were an investor looking at companies within the space, what critical question would you pose to their senior management?

"How resilient is your operational governance structure when scaling new technologies, and how do you measure the actual realization of expected efficiencies?" Many organizations invest heavily in digital transformation but lack the rigorous SLA/OLA governance, RAID log management, and executive visibility required to track true ROI. I would want to know if they have the structural accountability in place to ensure that new technological capabilities translate directly into measurable capacity creation and sustainable cost optimization. 

 

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