I lead an India technology organization from Bangalore, Director of India Operations and Head of Technology. The Global Capability Center I run is completely remote.
People ask me how to set up a GCC in India, what breaks, and whether remote can work. This is my honest take from doing the job: hands-on technology leadership, operational ownership, and treating India as a capability center, not a cost only bench.
If you want a closer look at how I lead India technology and AI/SaaS delivery, read the India GCC case study.
What a GCC means to me
A Global Capability Center in India is your team, company owned or tightly controlled, that builds lasting capability: engineering, product, architecture, data, AI, cloud. The point is ownership of outcomes over years, not a short burst of capacity.
That is different from staff augmentation. Vendors are useful. They are not the same thing as a GCC.
When companies only chase lower cost per engineer, they still call it a GCC. I don’t buy that framing. Cost discipline matters. Capability matters more if you want seniors to stay and systems to improve.
Ours is fully remote, and that is intentional
Our India GCC is fully remote. No big office dependency. People work across locations. We still ship product and technology work in close collaboration with global stakeholders.
Remote does not mean “outsourced.” It means the workplace model is distributed. The center is still ours: same goals, same IP expectations, same bar for delivery.
What I learned the hard way:
- You cannot hide a weak operating model behind an office. Remote makes gaps visible faster.
- Written priorities, demos, and clear ownership beat status meetings.
- Security and device hygiene have to be boring and non negotiable from week one.
- Managers must coach ownership, not only move tickets.
Fully remote worked for us because we hired for ownership and kept a real rhythm with HQ. If your culture only works when everyone sits in one room, start hybrid, then move remote when the habits are solid.
When an India GCC is worth it
I recommend an India GCC when you need multi-year product or platform ownership, care about IP and continuity, and can put a real sponsor at HQ behind the center.
I push back when the brief is only “hire cheaper engineers and send Jira tickets.” That model burns good people. It also fails the promise of a capability center, remote or not.
What I decide before hiring
Before the first offer letter, I want five things clear:
Scope. One sentence: in 24 months, India will own ___. If you cannot finish that sentence, hiring will feel random.
Capability vs cost. We watch cost. We do not score the center on utilization alone. Seniors stay for meaningful work.
Workplace model. Remote, hybrid, or office. Say it out loud. For remote, agree overlap hours and security baseline early.
Entity and compliance. Work with legal and finance on entity, payroll, contracts, and IP. Important, but it is not the strategy by itself. I’m not giving legal advice here; get proper counsel.
How we work with HQ. Priorities, architecture decisions, escalation, definition of done. Without this, India becomes a shock absorber for thrash.
First 90 days: prove ownership, don’t maximize headcount
I wrote a deeper cut of this phase: The First 90 Days of an India GCC.
Early on, I care more about a strong spine than a big org chart.
Hire the India lead and senior engineers who can set the bar. Add product or design only if India will own real slices of the roadmap. A wide junior base before mentors exist is a retention problem waiting to happen, especially remote.
Get the basics live: access, devices, repos, CI/CD, docs, security norms, one place for priorities.
Then ship something visible that HQ and India both care about. Credibility compounds. For one public example of AI delivery work from our side, see the AWS Machine Learning write-up on AI-generated trip reports.
For remote teams, I protect overlap hours, ask for short design notes, and run demos. If it isn’t written or shown, it didn’t happen.
Months 3 to 12: build the machine carefully
Once the spine works, scale with discipline:
- Hire for ownership, not keyword bingo
- Interview for system thinking and how someone works with HQ
- Onboard into the product, not only the stack
- Give India clear owned slices in planning
- Track quality and production health next to delivery speed
The mistake I see most: hiring faster than leaders can coach. Remote makes that mistake louder.
Year two: become a capability engine
This is where many centers stall.
Healthy signs for me: India owns systems end to end, seniors stay, HQ treats India as a peer, and new ideas, including cloud and AI work, can start from India.
Warning signs: every design waits on HQ, India only gets tickets, strong engineers leave around 12 to 18 months, and “GCC” is a slide in a deck rather than how you actually work.
How I run the operating model
Four layers I keep returning to:
- Mandate: what India owns
- Leadership: local accountability with HQ sponsorship
- Cadence: planning, demos, escalation (async first when remote)
- Scoreboard: outcomes, quality, capability growth
For SaaS and AI companies, the real test is simple: does India get to lead on product and architecture, or only execute? That answer tells you if you built a capability center or a staffing pool with a nicer name.
Challenges I’ve seen, and how I handle them
I wrote a full deep-dive on what breaks in practice: Challenges of Setting Up a GCC in India. Here is the short version.
Hiring and retention. Competitive market. I hire seniors early and give them real ownership.
Trust and time zones. Silence gets misread. Written priorities, overlap hours, demos, and named counterparts on both sides help.
Ticket factory culture. Pressure for burn down charts crowds out craft. I protect design time and insist on owned modules.
Compliance anxiety. If security arrives late, it freezes delivery. Bake it into onboarding and tooling.
Scaling too fast. Headcount without leadership bandwidth creates noise. Pace hiring behind the spine.
Remote drift. Meeting theater, invisible underperformance, security shortcuts. Fix with clear ownership and outcome reviews, not more webcam rules.
A checklist I actually use
Before kickoff
- 24-month mandate in one sentence
- HQ sponsor named
- Capability scoreboard agreed
- Remote / hybrid / office decided, with security baseline
- Entity / payroll / IP path with legal and finance
First 90 days
- India lead and senior spine in place
- Access, security, and delivery tooling live
- Priorities and escalation written down
- One shared win shipped
- Overlap hours and demo cadence working
First year
- Repeatable hiring and onboarding
- India owned product or platform slices
- Quality metrics beside delivery
- Plan to retain seniors
Year two
- End-to-end ownership of critical systems
- Architecture and product voice from India
- Capability roadmap reviewed with HQ
FAQ
What is a Global Capability Center (GCC) in India?
Your company-controlled team in India that builds lasting capability in engineering, product, data, AI, and cloud, with real ownership of outcomes.
Can a GCC in India be fully remote?
Yes. Mine is completely remote. Remote is the workplace. Mandate, seniors, security, and HQ integration make it a GCC.
Is a remote GCC the same as outsourcing?
No. Outsourcing buys vendor capacity. A remote GCC keeps capability and IP intent inside the company.
How do I set up a GCC in India?
Clarify ownership → sponsor at HQ → choose remote/hybrid/office → entity and compliance → hire seniors first → tooling and security → ship one win → scale after the rhythm works.
How long does it take?
Setup can take weeks to a few months. A credible team often takes a couple of quarters. A durable capability center usually takes 12 to 24 months.
How much does it cost?
Mostly people and seniority. Remote can reduce office cost. It does not make senior talent cheap.
Remote, hybrid, or office?
I run remote and it works with strong ownership habits. Hybrid helps culture early. Office helps when trust or compliance needs presence.
Who should I hire first?
India lead and senior technical spine before a large junior ramp.
What are the biggest challenges?
Retention, trust across time zones, ticket only work, compliance friction, hiring too fast, and remote discipline.
How do you avoid a cost center GCC?
Give India owned work, protect design time, measure outcomes and quality, not utilization theater.
Can a mid-size SaaS company do this?
Yes. Clear mandate and senior leadership matter more than company size.
Closing
Setting up a GCC in India is not mainly about the lease or the entity paperwork. It is about mandate, leadership, and whether India owns real outcomes.
A completely remote GCC can work. I live that model every day. Get ownership and operating rhythm right, and India becomes a lasting advantage. Get only headcount right, and you will rebuild the center every year and a half.
If you want a free weekend conversation about Indian culture and scaling with it, see how I help or get in touch.
Related: Challenges of setting up a GCC in India · The first 90 days of an India GCC