India-based GCCs as enterprise AI execution engines

For many enterprises, the Global Capability Center in India began as a way to add delivery capacity and improve efficiency. That model is no longer enough. As organizations push to modernize core systems, move AI from pilot to production and build more resilient operations, the GCC has an opportunity to become something more strategic: an execution engine for enterprise AI.

Publicis Sapient helps organizations establish, scale and reinvent GCCs in India so they operate as tightly connected extensions of the business, aligned to enterprise priorities and built to deliver measurable value. The goal is not simply to create offshore capacity. It is to build AI-first capability that accelerates modernization, embeds intelligence into workflows and improves how technology runs over time.

The role of the GCC is evolving fast. What once served primarily as an operational support model is increasingly expected to drive innovation, agility and business impact. In India, that shift is especially powerful. The country’s scale, talent base and digital ambition make it an ideal environment for enterprises that want GCCs to contribute far beyond traditional delivery.

Publicis Sapient’s India focus is built around this evolution. Using its SPEED capabilities — Strategy, Product, Experience, Engineering, and Data & AI — Publicis Sapient supports organizations through the full GCC lifecycle. That means helping leaders design the right operating model, connect local execution to global business goals and create the governance, platforms and ways of working needed for long-term impact.

This is how GCCs become engines of transformation: not by operating in isolation, but by executing against the priorities that matter most across the enterprise.

Publicis Sapient approaches India GCC transformation through an Establish-Scale-Acquire model.

**Establish** is about setting up AI-first, culturally aligned GCCs that work as seamless extensions of the core business. That includes clarifying the mission, defining ownership, aligning to enterprise KPIs and building the right foundations from day one.

**Scale** focuses on helping existing GCCs evolve into future-ready, innovation-driven hubs. Here, the emphasis is on capability building, performance management and continuous improvement so teams can take on more strategic work and deliver greater value over time.

**Acquire** is about transforming under-leveraged GCCs into strategic value centers through acquisition and reinvention. For organizations with assets that are not yet delivering their full potential, this creates a path to redesign the model around modern platforms, stronger governance and clearer business outcomes.

Across all three stages, the objective stays the same: build GCCs in India that are not measured only by throughput, but by their ability to modernize, orchestrate and sustain enterprise change.

An enterprise AI execution engine must be able to do more than experiment with new tools. It needs to solve real operational problems in production. Publicis Sapient brings that execution focus through a platform suite designed around three recurring enterprise constraints.

Many enterprises still depend on decades-old systems that were never designed for APIs, real-time data or AI. These systems often hide critical business logic in undocumented code, slowing change and increasing risk.

Sapient Slingshot helps GCC teams tackle this bottleneck directly. It turns existing code into verified specifications and generates modern software with full traceability, allowing organizations to preserve critical business rules while accelerating modernization. Rather than forcing risky rewrite-from-scratch programs, it helps uncover dependencies, automate testing and modernize safely across the software development lifecycle.

For a GCC in India, this changes the nature of the work. Instead of serving only as a downstream delivery arm, the center can become the place where legacy logic is surfaced, modernization is industrialized and software delivery is accelerated at enterprise scale.

Many AI programs stall because the models are not connected to governed workflows, business context or clear ownership. Pilots may impress, but they do not scale.

Sapient Bodhi is designed to build and run enterprise-ready AI agents with the orchestration, context and governance required for real business workflows. It helps teams move from fragmented experimentation to production-ready agentic solutions with role-based access, auditability and enterprise controls built in.

That makes Bodhi especially relevant for GCCs that need to support global operations without becoming disconnected from enterprise standards. An India-based GCC can use Bodhi to embed AI into workflows that matter, helping the enterprise simplify complex tasks, improve speed to execution and scale intelligence in a way leaders can trust.

Transformation does not stop at launch. Enterprises also need systems that stay available, improve over time and operate without excessive human intervention.

Sapient Sustain helps keep enterprise technology running, improving and resilient. It is built to prevent issues, reduce cost and increase operational efficiency by shifting IT operations away from reactive, fragile support models. With monitoring against thresholds and context-aware operational intelligence, Sustain helps organizations anticipate issues earlier and support more reliable operations.

For GCCs, this matters because resilience is now part of the value equation. The strongest centers are not only building and modernizing systems. They are also helping the enterprise run them better.

India offers more than scale. It offers the conditions needed to build GCCs that can execute enterprise AI with speed and staying power. Publicis Sapient brings more than 30 years of experience, 20,000 people across the globe and a strong presence in India, where multi-city teams work side by side with clients on challenges that matter for local businesses, global organizations and GCCs alike.

That multi-city footprint supports flexibility, access to talent and the ability to align capability to need. Combined with Publicis Sapient’s cross-functional SPEED model, it gives enterprises a way to build GCCs that are connected not just to delivery goals, but to product priorities, customer outcomes, engineering realities and data governance requirements.

The promise of the GCC model is changing. Leaders are no longer looking only for labor arbitrage or incremental capacity. They want modernization that moves faster, AI that reaches production and operations that hold up under pressure.

Publicis Sapient helps make that shift real. By combining GCC transformation with enterprise AI platforms and deep functional capabilities, it enables India-based centers to become strategic execution engines for the business — modernizing legacy systems with Sapient Slingshot, operationalizing agentic workflows with Sapient Bodhi and supporting resilient operations with Sapient Sustain.

The result is a different kind of GCC: AI-first, globally connected and designed to create measurable business value. In India, that future is already taking shape.

Relevant Links

• Enterprise AI platforms and services in India
• Enterprise AI platforms and services in India
• Enterprise AI for regulated and complex industries in India
• AI-ready data: the hidden foundation of enterprise AI delivery in India
• Modernizing Legacy Systems from India to Unlock Enterprise AI at Scale
• Enterprise-KI für Deutschland: von Pilotprojekten zu belastbarer Wertschöpfung (Europe)
• IA empresarial en México: de pilotos aislados a sistemas que sí generan resultados (LATAM)
• FAQ (FAQ)
• 10 Things Buyers Should Know About Publicis Sapient’s Enterprise AI Platforms (LIST)