Global Capability Centers

Build AI-First
GCCs in India

Don't build a cost center — build an innovation engine. We help enterprises set up Global Capability Centers with AI engineering, ML platforms, and production-grade infrastructure from day one.

Why India. Why Now.

India is the world's #1 destination for GCCs — and it's accelerating.

1.5M+

Engineering graduates annually

75%

Cost advantage vs US/UK engineering

#1

Global destination for GCCs

1,600+

GCCs already operating in India

What We Do

End-to-End GCC Services

From strategy and setup to AI capability building and scaling — we handle the full lifecycle.

01

GCC Strategy & Setup

We help you define the right GCC model — from location strategy and entity setup to talent planning and technology stack decisions. We've done this before and know what works.

GCC feasibility assessment and business case
Location strategy (India: Bengaluru, Hyderabad, Pune, NCR)
Entity setup, compliance, and operational playbook
Technology stack and infrastructure architecture
02

AI-First Capability Building

Most GCCs start as cost centers. We design yours as an AI-first innovation hub — with embedded AI engineering, MLOps practices, and data platform capabilities from day one.

AI/ML team design and hiring frameworks
ML platform and data infrastructure setup
AI Center of Excellence (CoE) establishment
Generative AI and LLM capabilities
03

Talent & Engineering Culture

Building a high-performing engineering team in India requires more than recruiters. We establish engineering culture, technical interview frameworks, and career ladders that attract and retain top talent.

Engineering hiring strategy and technical assessments
IC and management career ladder design
Engineering culture and operating principles
Onboarding programs and knowledge transfer
04

Platform Engineering & DevOps

We set up the foundational engineering infrastructure — CI/CD pipelines, cloud architecture, developer platforms, and SRE practices — so your GCC ships from week one.

Cloud-native infrastructure (AWS, GCP, Azure)
CI/CD pipelines and deployment automation
Internal developer platform and tooling
SRE practices, monitoring, and incident management
Engagement Models

Flexible GCC Models

01

Build-Operate-Transfer

We build and operate your GCC with our team, then transfer full ownership to you once it's stable and scaled. Lowest risk, fastest time to value.

Ideal for

Organizations entering India for the first time

Timeline

3-6 months to operational

02

Accelerated Setup

We work alongside your team to stand up the GCC — from entity setup to first hires to infrastructure. You own it from day one, we accelerate the journey.

Ideal for

Companies with some India presence seeking rapid expansion

Timeline

2-4 months to first hires

03

AI Capability Injection

Your GCC already exists but lacks AI/ML capability. We embed AI engineering practices, hire and train the team, and build the platform infrastructure.

Ideal for

Existing GCCs looking to add AI-first capabilities

Timeline

4-8 weeks to first AI workloads

Not just a GCC. An AI-first innovation hub.

Traditional GCC setups focus on headcount and cost arbitrage. We build capability centers that are designed for AI from the ground up — with ML platforms, data infrastructure, and engineering practices that make AI a core competency.

AI/ML Engineering Teams

Hire and structure dedicated AI teams with the right mix of research, engineering, and MLOps talent.

ML Platform from Day One

Purpose-built ML infrastructure — model registry, feature stores, experiment tracking, and inference pipelines.

Data Engineering at Scale

Modern data stack with real-time pipelines, data governance, and analytics platforms built for AI workloads.

Enterprise Security & Compliance

SOC 2, GDPR, HIPAA readiness baked in. Not a checkbox — a design principle.

Production SRE Practices

SRE culture, observability, on-call practices, and reliability engineering from the first sprint.

Outcome-Driven Metrics

Engineering metrics, delivery KPIs, and AI impact measurement — so your GCC proves its value.

FAQ

GCC Setup FAQ