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Engineering GCC India, Operational in Weeks

Build Your Engineering GCC in India,
AI-Driven, Senior-Only, Operational in Weeks

Build your Global Capability Center in India with senior engineers averaging 5–10+ years of experience. Pre-vetted, AI-native teams that operate as a true engineering function, not a vendor pool. Launch in weeks with a clear path to full captive ownership.

Start with a Pilot Team

5–10 engineers

AI-Native from Day One

Every engineer, every sprint

Senior-Only Engineers

5–10+ years minimum

Trusted by CTOs & Founders Worldwide

Trusted by CTOs & Founders Worldwide

Trusted by CTOs & Founders Worldwide

Trusted by CTOs & Founders Worldwide

Trusted by CTOs & Founders Worldwide

10+ Years in Business

500+ Projects Delivered

200+ Global Clients

4.9/5 Client Satisfaction

Stop Losing Engineering Momentum to the 18-Month GCC Build Cycle

Most companies know India is the answer for engineering scale. The challenge is execution. Traditional GCC setups take 12–24 months, cost up to $3M before a single line of code ships, and still risk becoming vendor relationships instead of real teams. Here’s how Devlyn fixes it.

Traditional captive GCC setup takes 12–24 weeks for entity registration alone, before a single hire is made

Most GCC partners treat engineering teams identically to back-office operations: ticket executors, not thinking engineers

Junior-heavy GCC builds burn 6–12 months of ramp-up time before any senior engineering output arrives

Offshore teams default to vendor mode, executing tasks, not owning outcomes, and no process corrects it post-launch

GCC failure rates are high: leadership quality determines 60–70% of GCC success, yet most providers have no accountability mechanism after the contract is signed

Start with a managed pilot team of 5–10 senior engineers in 2 weeks via EOR, no entity setup required to begin

AI-native delivery from day one: your team uses AI tools in every sprint, with senior engineers reviewing every output before it ships

Senior-only hiring floor: 5–10+ years minimum, every engineer, every function, your GCC is not a training program

Weekly business reviews with working shipped code, deployed features, or live pipelines, not status slides

Managed to captive pathway: start fast, scale with confidence, own your GCC fully when you are ready

Why Global Companies Build Their Engineering GCC with Devlyn

We are not a GCC consulting firm that hands you a 200-page playbook and bills by the hour. Devlyn is an AI-driven, product-led engineering partner that builds, operates, and transfers your capability center with full accountability for outcomes.

Why Global Companies Build Their Engineering GCC with Devlyn
Engineering-First by Design

Engineering-First by Design

Devlyn builds GCCs for product and engineering teams, not back office operations. Every hire and workflow is built for engineers who ship software, with the talent standards and AI tooling used by top Bengaluru engineering teams.
AI-Native from Day One

AI-Native from Day One

Your GCC engineers use AI assisted development tools from day one. Testing, documentation, and automation are AI accelerated and reviewed by senior engineers before production, helping your team ship faster from week one.
Senior-Only Engineers, No Exceptions

Senior-Only Engineers, No Exceptions

Every engineer in your GCC brings 5 to 10+ years of experience. No junior developers hidden in the team or inflated senior titles. From day one, your GCC operates with senior level ownership across architecture, delivery, and outcomes.
Weekly Delivery Accountability

Weekly Delivery Accountability

Every Friday, your GCC team shows what shipped: working code, tested features, live pipelines, and architecture decisions. No slide decks or status updates, just visible progress every week with performance gaps addressed in real time.
India-Based, Globally Trusted

India-Based, Globally Trusted

Devlyn operates across Bengaluru, Hyderabad, and Pune, India’s top engineering talent hubs. English first communication, US and EU timezone overlap, and async workflows remove offshore friction. Your GCC works as an extension of your product organization, not a separate team.
Managed to Captive Ownership Pathway

Managed to Captive Ownership Pathway

Start with a Devlyn-managed GCC for speed and compliance, then transition to a fully captive model as you scale. Devlyn handles entity setup, compliance, payroll, and IP transfer at every stage while you retain ownership of the team, IP, and culture throughout.

GCC Engagement Models - You Stay in Control

Whether you need a managed pilot team to validate the India model, a build-operate-transfer structure for a structured transition, or a fully captive GCC with Devlyn as your setup and compliance partner, our engagement models adapt to your timeline, budget, and ownership goals.

Managed GCC - Pilot to Scale

Devlyn operates as your India engineering layer. You direct the work while we handle hiring, payroll, compliance, HR, equipment, and operations. Launch with 5 to 10 engineers in weeks, then scale as the model proves itself.

Ideal For

Companies validating India before committing to entity setup; seed to Series B teams building first offshore function

  • Senior-only hiring and vetting

  • EOR payroll and statutory compliance across all Indian states

  • AI-native onboarding and tooling setup

  • Weekly delivery reviews and performance management

  • Infrastructure, equipment, and workspace coordination

Build-Operate-Transfer (BOT)

Devlyn builds and operates your GCC under a defined transfer plan. We set up the entity, hire the founding team, and run operations until transfer. Your team, IP, processes, and entity become fully yours with zero disruption to engineering output.

Ideal For

Mid-market to enterprise companies planning full captive ownership within 2–3 years

  • Entity registration and legal setup

  • Founding team hiring and leadership sourcing

  • Operated for 12–24 months under agreed KPIs

  • Full IP and entity transfer at milestone

  • Project manager and India Head placement

Captive GCC Advisory

Planning a fully captive India entity? Devlyn supports your GCC build with location strategy, India Head hiring, compliance setup, and AI native delivery design. You own and operate everything from day one while Devlyn accelerates the build.

Ideal For

Enterprise companies with in-house India operations expertise and existing legal counsel

  • Location strategy (city, SEZ vs non-SEZ, co-working vs dedicated)

  • India Head and founding engineering leadership sourcing

  • Hiring plan and compensation benchmarking

  • AI tooling and delivery model design

  • Compliance and statutory framework setup

Engineering Capabilities We Build Into Your GCC

Devlyn's GCC teams cover the full modern engineering stack. Every capability area is staffed with senior engineers who have production-depth experience, not generalists positioned as specialists.

Full-Stack Development

Full-Stack Development

Mobile Engineering

Mobile Engineering

Backend and API

Backend and API

Microservices and Platform

Microservices and Platform

SaaS Development

SaaS Development

Performance and Scalability

Performance and Scalability

Machine Learning

Machine Learning

LLM and RAG Pipeline

LLM and RAG Pipeline

Data Infrastructure and Warehousing

Data Infrastructure and Warehousing

Analytics Platform

Analytics Platform

AI Feature Development

AI Feature Development

MLOps and Model Deployment

MLOps and Model Deployment

CI/CD Pipeline

CI/CD Pipeline

Cloud Architecture

Cloud Architecture

Kubernetes and Container Orchestration

Kubernetes and Container Orchestration

Infrastructure as Code

Infrastructure as Code

Site Reliability Engineering

Site Reliability Engineering

DevSecOps and Security Automation

DevSecOps and Security Automation

Automated Test

Automated Test

Performance and Load Testing

Performance and Load Testing

CI/CD Pipelines Quality

CI/CD Pipelines Quality

Security and Penetration

Security and Penetration

SDET Roles and Test Architecture

SDET Roles and Test Architecture

API and Integration Testing

API and Integration Testing

India Head Placement and Sourcing

India Head Placement and Sourcing

Engineering Manager and Tech Lead Hiring

Engineering Manager and Tech Lead Hiring

Delivery Management and Scrum Lead

Delivery Management and Scrum Lead

Architecture Review and Technical Direction

Architecture Review and Technical Direction

Cross-functional Product-Engineering Alignment

Cross-functional Product-Engineering Alignment

Onboarding and Knowledge Transfer Design

Onboarding and Knowledge Transfer Design

UX/UI Design and Product Thinking

UX/UI Design and Product Thinking

Product Management (PMs and APMs)

Product Management (PMs and APMs)

User Research and Usability Testing

User Research and Usability Testing

Product Analytics and Growth Engineering

Product Analytics and Growth Engineering

Design Systems and Component Libraries

Design Systems and Component Libraries

Customer Journey and Experience Design

Customer Journey and Experience Design

How to Build Your GCC in India - In 5 Simple Steps

Our GCC build process eliminates the 18-month uncertainty. From first conversation to operational engineering team, everything is structured, fast, and visible.

1.

GCC Strategy Session

Tell us your product goals, hiring plan, function scope, and timeline. Devlyn maps the right GCC model, city, and founding team for your stage and product. No generic playbooks. Every strategy is built around your scale and engineering needs.

2.

City and Model Selection

Based on your engineering goals, cost targets, and talent needs, we recommend the right India city and engagement model. Bengaluru for AI and SaaS depth, Hyderabad for cost efficiency and stability, Pune for engineering R&D. You choose. Devlyn executes.

3.

Founding Team Hiring

We source and vet 2 to 3 senior engineer profiles for each role, matched to your tech stack, domain, and culture. You interview directly with your future team. India Head placement is included for BOT and Captive engagements.

4.

AI-Native Onboarding in 2 Weeks

Your founding engineers join your sprint, your tools, your standups. Jira, GitHub, Slack, Linear, full integration from day one. AI tooling configured and live from the first week. Weekly delivery rhythm established before the team hits month one.

5.

Operate, Scale, and Transfer

Weekly reviews focused on shipped work every Friday. Transparent performance KPIs from month one. Scale the team as your roadmap grows, then transition to full captive ownership with zero disruption to engineering output and complete IP protection throughout.

Proven Track Record Across Industries

We are not a new player. Devlyn has built engineering teams and capability centers for startups, scale-ups, and enterprises across five continents. Our GCC teams run AI-native delivery from day one and deliver visible results from week one.

500+

Engineering Projects Delivered
From single-engineer embedded hires to multi-function GCCs running 50+ engineers across product, data, and infrastructure.

30+

Countries Served
Trusted engineering partner for companies in the US, UK, Australia, Germany, Singapore, and the Middle East building their India engineering functions.

99%

Client Retention Rate
Clients stay because their GCC teams deliver, retain their engineers, and operate with accountability, consistently.

40–60%

Operating Cost Advantage
India based senior engineers at 40 to 60% lower cost than US or EU hires, without compromising quality or speed.

Industries Where We Build GCCs

SaaS and Cloud Platforms

Fintech and Banking Technology

Healthcare and Digital Health

E-Commerce and Marketplace Platforms

AI-First Product Companies

Logistics and Supply Chain Tech

EdTech and Learning Platforms

Real Estate and PropTech

Who Should Build an Engineering GCC in India?

Whether you are a Series A startup or a scaling enterprise, an India engineering GCC is within reach if your product roadmap demands it.

US and EU Startups Scaling Beyond Headcount Budget

Hiring senior engineers in San Francisco, London, or Berlin can cost $180K to $260K per year. Devlyn helps you launch 5 to 10 senior engineers in weeks at 40 to 60% lower cost, without entity setup, compliance overhead, or long hiring cycles.

Scaling SaaS Companies with Growing Engineering Backlogs

Your US engineering team is at capacity and hiring is too slow. Devlyn helps you add a dedicated India GCC team that integrates into your sprints, owns delivery, and operates with the same quality standards and weekly accountability as your core product team.

Enterprise Companies Replacing Outsourced IT with Captive Engineering

You have outgrown outsourced IT and want ownership of your engineering talent, codebase, and delivery model. Devlyn’s BOT model builds your captive GCC, runs operations, and transfers full ownership without the long ramp up of a traditional captive build.

Non-Tech Founders and COOs Building Their First India Engineering Function

You have the product vision and budget, but not the engineering or India operations infrastructure. Devlyn provides the India Head, founding engineering team, compliance framework, and AI native delivery model needed to run an engineering function in India.

GCC by City - Where Should You Build?

City selection is one of the highest-stakes decisions in your GCC strategy. The wrong city choice costs 12–18 months of ramp-up and significantly higher attrition. Here is how the major cities compare for engineering GCCs in 2026.

Ahmedabad - GIFT City, Fintech, and Emerging Tech GCCs

Ahmedabad is India's fastest-rising Tier II GCC destination, anchored by GIFT City - India's only operational International Financial Services Centre (IFSC) and a designated Special Economic Zone with direct tax exemptions, SEZ benefits, and a streamlined regulatory framework for global financial and technology companies. For fintech, BFSI technology, and financial data engineering GCCs, GIFT City removes regulatory friction that Bengaluru and Hyderabad cannot match.


Salary bands run 20–30% below Bengaluru across engineering roles, with attrition rates significantly lower than Tier I cities due to a strong local talent preference for staying close to home. The IIT Gandhinagar and Nirma University pipeline feeds a growing mid-senior engineering talent pool in full-stack, data, and fintech domains. The Gujarat government's aggressive GCC policy including subsidies on office space, tax incentives, and single-window clearance makes Ahmedabad one of the lowest total cost-of-setup cities in India for companies willing to look beyond the traditional Tier I trio.


Best Choice For

intech and financial data engineering GCCs, BFSI technology teams, pharmaceutical and life sciences engineering, manufacturing technology, and companies where cost efficiency and regulatory advantage in financial services outweigh the need for Bengaluru-level AI talent density.

Ready to Build Your Engineering GCC?

Stop building your product roadmap on a hiring model that cannot scale. Build a real engineering team in India, AI-native, senior-only, accountable for delivery, and operational in weeks. No 18-month build cycles. No back-office generalists. No vendor mode. Just a capability center that ships.

NDA Protected

IP Ownership Guaranteed

AI-Native from Day One

Same-Day Response

Frequently Asked Questions

A Global Capability Center is a wholly-owned or managed entity that runs engineering, operations, or innovation functions for a parent company. Unlike outsourcing, where a third-party vendor owns the delivery relationship and the team, a GCC gives you direct ownership of your engineers, your code, your processes, and your culture. The engineers report to your product leadership, work in your tools, and are accountable to your delivery targets, not to a vendor SLA. Devlyn's GCC model starts with a managed structure for speed and compliance, with a clear path to full captive ownership when you are ready.

A Devlyn-managed pilot GCC is operational in 2 weeks using an Employer of Record (EOR) model, no India entity required. A Build-Operate-Transfer (BOT) engagement with full entity registration takes 8–16 weeks from kick-off to first engineering hire. A traditional captive entity setup runs 16–24 weeks. Most companies start with the managed pilot to validate the model before committing to entity setup, which runs in parallel.

A 10-person senior engineering GCC managed by Devlyn starts at approximately $300K–$500K annually, including salaries, EOR fees, equipment, and HR operations. A 50-person GCC runs $1.5M–$2.5M annually. A 200-person GCC runs $6M–$10M annually. Total operating costs per senior engineer range from $25K–$80K per year depending on specialization and city, 40–60% below comparable US hiring costs. Devlyn provides transparent cost breakdowns on the strategy call before you commit to anything.

A Managed GCC means Devlyn handles employment, payroll, compliance, and operations; you direct the engineering work. You get speed and zero administrative overhead, with no need for an India entity. A Build-Operate-Transfer (BOT) model means Devlyn builds your entity, hires the team, runs operations, and transfers full ownership to you at a defined milestone, typically 12–24 months. A Captive model means you register your own India entity from day one and own operations directly; Devlyn provides advisory, hiring, and AI delivery model setup. Most companies start Managed, then transition to BOT or Captive as they scale.

Bengaluru for AI, SaaS, cloud infrastructure, and deep product engineering. Highest talent ceiling, highest salaries, highest attrition. Hyderabad for fintech, data analytics, and BFSI technology. 10–15% lower costs, lower attrition, stable engineering ecosystem. Pune for R&D engineering, embedded systems, and manufacturing technology. Chennai for logistics, automotive, and operations engineering. On the strategy call, Devlyn recommends a city based on your specific engineering function, cost targets, and talent requirements.

Every engineer Devlyn sources for your GCC goes through a multi-stage vetting process: technical screening, architecture-level interviews, past project review, and a live coding or system design assessment. Our senior-only floor is 5–10+ years of hands-on production experience in the relevant domain, not seniority by title. We reject candidates who pass junior tests with senior titles. You interview every engineer directly before onboarding. If a hire does not meet your senior bar, we replace at no cost.

From their first week, your GCC engineers are set up with AI-assisted development tools for code scaffolding, test generation, documentation, feature prototyping, and pipeline design. Every AI output is reviewed by the senior engineer responsible for that code or system before it is committed or deployed. The result is an engineering team that moves significantly faster than a traditionally built GCC, without compromising on architecture quality or production safety. AI accelerates throughput; senior judgment governs every production decision.

Devlyn builds the managed GCC with captive transition in mind from day one. Your engineers are employed under India-compliant contracts with IP ownership vesting directly in your parent company. When you are ready to register your India entity, Devlyn manages the transfer of employment contracts, statutory registrations, payroll systems, and operations, with zero re-hiring or team disruption. Your engineers keep shipping throughout the transition. The captive transfer is a change in operating model, not a team rebuild.