AI-Focused Global Capability Centre (GCC) in India

Syllabus: GS3/Economy

Context

• India’s Global Capability Centre (GCC) ecosystem is undergoing rapid transformation, with multinational firms increasingly using their India centres not just for back-office operations but for AI development, engineering, research and global business functions. 

What are Global Capability Centres (GCCs)?

• GCCs are offshore units established by multinational corporations to perform strategic business functions for their global operations.
• These functions include technology and software development, engineering and R&D, finance and accounting, data analytics, product development, and operations management.
• India currently hosts around 2,117 GCCs, employing nearly 2.36 million professionals and generating approximately $98.4 billion in revenue in FY26(Nasscom-Zinnov report).
  • The sector has expanded by nearly 32% over the last five years, with more than 500 new GCCs established during this period.

Evolution of GCCs in India

• From Cost Arbitrage to Strategic Ownership: The traditional outsourcing model focused on reducing operational costs.
  • However, GCCs are now increasingly handling product ownership, AI deployment, platform engineering, and business transformation programmes.
  • The Nasscom-Zinnov report describes this transition as the movement from ‘delivery engines’ to ‘enterprise nerve centres’.
• Rise of AI-led GCCs: AI has become central to the transformation of GCCs. Key trends include:
  • Over 1,200 GCCs in India now possess AI and Machine Learning capabilities.
  • More than 250 AI/ML Centres of Excellence (CoEs) have been established.
  • India employs over 250,000 AI professionals, making it the world’s second-largest enterprise AI talent base after the United States.

Importance of GCCs for India

• Economic Contribution: GCCs contribute significantly to export earnings, high-skilled employment, urban economic growth, and technology transfer.
  • The sector’s nearly $100 billion revenue highlights its growing role within India’s services economy.
• Employment Generation: GCCs create large-scale employment opportunities in engineering, AI and Data Science, finance, cybersecurity, research and development.
• Integration into Global Value Chains: India’s GCC ecosystem strengthens the country’s integration into global production and innovation networks.
  • It enables India to move higher in global value chains by participating in product innovation, advanced engineering, and research-led activities.
• GCCs versus Traditional IT Services Firms: The rise of GCCs is reshaping India’s IT services industry.
  • Traditional IT firms historically depended on labour-intensive outsourcing, and time-and-materials contracts.
  • However, GCCs increasingly prefer end-to-end ownership, value-share and gain-share models, and product-centric operations.
• Impact on Indian IT Companies: GCCs attract talent through better salaries, product exposure, and long-term strategic work.
  • It presents opportunities for Indian firms to move towards AI integration, consulting services, platform engineering, and automation solutions.

Challenges Facing India’s GCC Ecosystem

• Limited Global Leadership Roles: India still hosts relatively few global decision-making roles despite rapid expansion.
  • Only around 5% of GCCs have evolved into ‘transformation hubs’ with significant CXO-level authority and functional sovereignty.
  • Strategic decisions and corporate leadership largely remain headquartered abroad.
• Talent Competition and Skill Gaps: The growth of GCCs has intensified competition for highly skilled professionals, especially in AI, semiconductor design, cloud engineering, and cybersecurity.
  • There is increasing demand for deep-tech expertise, interdisciplinary skills, and leadership capabilities.
  • It requires stronger industry-academia collaboration and skilling initiatives.
• Increasing Competition from Other Countries: Countries such as Vietnam, Philippines, Poland, and Mexico are emerging as alternative GCC destinations due to competitive labour costs, government incentives, and improving digital infrastructure.
• Urban Infrastructure Constraints: Most GCCs are concentrated in major metropolitan cities such as Bengaluru, Hyderabad, Pune, Chennai, and Gurugram.
  • These cities face traffic congestion, high real estate costs, pressure on urban infrastructure, water and energy stress.
• Regional Imbalance: The GCC ecosystem is heavily concentrated in a few states.
  • Tier-2 and Tier-3 cities have limited participation.
  • Regional disparities in digital infrastructure and skilled workforce availability persist.
• Data Security and Regulatory Challenges: As GCCs increasingly handle sensitive global operations, concerns related to data privacy, cybersecurity, cross-border data flows, and compliance with global regulations have become more significant.
  • Frequent changes in global data governance frameworks can increase compliance costs.
• Dependence on Global Economic Conditions: GCC expansion depends significantly on multinational investment decisions. Global uncertainties such as recessionary trends, geopolitical tensions, supply chain disruptions, and technology spending slowdowns can affect GCC growth and hiring.
• Pressure on Traditional IT Services Sector: The rise of GCCs has intensified competition for skilled professionals with Indian IT firms.
  • GCCs often offer higher salaries and product-oriented roles.
  • Traditional outsourcing firms face pressure on margins and talent retention.
• Limited Innovation Ownership: While India contributes significantly to engineering and product development, ownership of Intellectual property (IP), core patents, and strategic technologies often remains with parent companies abroad.

Government Support and Policy Support

• Digital India Programme (2015): It has strengthened the digital ecosystem necessary for GCC operations. It has improved India’s attractiveness for multinational firms seeking technology, AI and engineering capabilities.
• IndiaAI Mission: It aims to position India as a global AI hub. Many GCCs are increasingly engaged in AI model engineering, enterprise AI deployment, automation and analytics.
  • Government support for AI directly strengthens India’s GCC ecosystem.
• National Semiconductor Mission: The India Semiconductor Mission (ISM) aims to build domestic semiconductor manufacturing and design capabilities.
  • Several GCCs in India work in chip design, embedded systems, and hardware engineering.
  • The semiconductor policy strengthens India’s position in advanced engineering services.
• Startup India and Innovation Ecosystem: India’s startup ecosystem has become an important support structure for GCC growth.
  • Government initiatives like Startup India, Fund of Funds for Startups, Atal Innovation Mission, and Centres of Excellence in emerging technologies.
  • GCCs increasingly collaborate with startups in AI, SaaS platforms, cybersecurity, fintech, deep-tech innovation.
  • It improves innovation capacity and technology adoption.
• Skill Development Initiatives: The government has launched multiple programmes to improve employability and digital skills.
  • Important schemes like Skill India Mission, FutureSkills Prime (with Nasscom), digital skilling programmes, AI and cybersecurity training initiatives.
  • These initiatives help create talent pools in data science, AI/ML, cloud computing, software engineering, and cybersecurity.
• Ease of Doing Business Reforms: India has implemented reforms to improve the business environment for multinational corporations.
  • These reforms reduce operational barriers and improve investor confidence.
• State Government GCC Policies:
  • Karnataka: Bengaluru remains India’s largest GCC hub. Karnataka’s technology policies promote AI, R&D and innovation ecosystems.
  • Telangana: Hyderabad has emerged as a major GCC destination. It offers incentives for technology parks and innovation centres.
  • Tamil Nadu: Focus on electronics, engineering and automotive GCCs. Policies support skilling and industrial infrastructure.
  • Maharashtra: Mumbai and Pune attract finance, engineering and technology GCCs.
• Special Economic Zones (SEZs) and IT Parks: Government-supported IT parks and SEZs provide tax incentives, world-class infrastructure, and simplified export procedures.
  • Many GCCs operate from SEZs and technology parks due to operational advantages.
• Data Governance and Digital Public Infrastructure: India has built strong digital public infrastructure through Aadhaar, UPI, DigiLocker, and Open Network for Digital Commerce (ONDC).
  • India’s digital ecosystem supports large-scale technology experimentation, fintech innovation, and enterprise digital transformation.
  • It strengthens India’s image as a digital innovation hub.

Way Forward

• Building Global Leadership Presence: Encourage multinational firms to locate regional and global leadership roles in India. Develop managerial and strategic capabilities.
• Strengthening AI and Deep-Tech Ecosystems: Expand AI research and innovation capacity. Promote semiconductor and advanced manufacturing ecosystems.
• Enhancing Skill Development: Improve industry-oriented higher education. Increase training in AI, cybersecurity and advanced engineering.
• Encouraging Innovation Ownership: Move from service delivery to intellectual property creation and product ownership.

Source: IE