There is a building in Bengaluru that most people in the city will never visit. It sits inside a gated campus, past a security checkpoint that requires a badge, inside a floor that requires another. The people who work there are building risk models for credit derivatives, designing machine learning infrastructure for fraud detection, and writing code that will eventually run inside a bank headquartered eleven time zones away. None of this shows up in the headlines. There is no product launch, no press release, no Instagram post. There is just work; steady, compounding, unglamorous work that happens to matter enormously to how the global financial system functions.
This is what a Global Capability Center looks like from the inside. And this is precisely why almost nobody knows what to make of them.
The Superpower Stack Nobody Named
Every country with ambitions builds what economists call a comparative advantage. America's is its capital markets and its university system. Germany's is its industrial precision. China's is its manufacturing depth and domestic market scale. India's, for the last two decades, has been its talent: a vast, technically proficient, English-speaking workforce capable of absorbing complex work at scale. What nobody quite anticipated was how that talent advantage would eventually crystallize into a specific institutional form. The Global Capability Center is what happened when the world's largest companies decided that India was the place to build.
The numbers tell part of the story. India's GCC ecosystem has officially crossed the 2,100 mark, with 2,117 centers now operating across 3,728 units, employing 2.36 million professionals and generating $98.4 billion in revenue. Over 1,200 of those centers have AI and machine learning integrated at their core. The projection that Nasscom-Zinnov set for 2030 has arrived ahead of schedule. Bengaluru remains the undisputed anchor, housing roughly 29 percent of the country's centers; Hyderabad and NCR each account for around 16 percent; Mumbai, Pune, and Chennai together hold another third. India now hosts over half the world's GCCs.
But numbers are the least interesting thing about this story.
The more interesting thing is what GCCs have quietly become, and how little the prevailing narrative has caught up with that reality.
From Offshore Desk to Strategic Nucleus
It is worth remembering where GCCs started. In the late 1990s and early 2000s, the logic was simple: India had engineers, Indian engineers cost less than American or European engineers, and the internet made distance irrelevant. Companies set up what were then called captive centers or offshore development centers. The mandate was narrow: maintain systems, handle tickets, run processes that the parent company found too expensive to run at home. The implicit message embedded in the structure was equally narrow: this is support work, not strategy work.
That understanding is now obsolete. The question that GCC leaders heard for years, "How do we reduce costs?", has been replaced by a different one: "What more can we do from India?" According to Zinnov's 2025 analysis, Engineering Research and Development GCCs have grown 1.3 times faster than the overall GCC growth rate, signaling a decisive move toward higher-value work. Fortune 500 GCCs in India had amassed a workforce of over 126,600 professionals in AI-aligned roles by late 2025.
Goldman Sachs is a useful case study. The firm established its presence in Bengaluru in 2004 with roughly 300 people providing IT and back-office support. Today, the Bengaluru center alone houses approximately 8,000 professionals working across investment banking, asset management, global markets, and core engineering. Combined with the Hyderabad center, Goldman's India operations are the firm's largest talent hub outside New York. Gunjan Samtani, the country head of Goldman Sachs Services India, put it plainly: "India's story starts with its demographics and its talent. What brought us here even two decades back was our ability to get access to technology and talent." The center that began as a support desk is now, by most functional definitions, a second headquarters.
This pattern repeats across industries. When BlackRock, one of the world's largest investment firms with over $10 trillion in assets under management, inaugurated a permanent facility in Hyderabad in late 2025 with plans to hire 2,500 professionals focused on AI, cloud engineering, and data analytics, the firm described it explicitly as a talent-first play, not a cost play. That framing is significant. It marks the end of a long transition in how global companies conceptualize what India means to them.
The Antimemetic Economy
Here is the peculiar thing about GCCs: they are, by design, structurally invisible.
They do not have consumer brands. They do not compete for shelf space or advertising budgets. Their outputs flow upstream into parent organizations and emerge, eventually, as features in products that carry entirely different names. The engineer in Hyderabad who builds fraud detection logic for a global bank does not get a byline. The product manager in Pune who redesigns the checkout flow for a Fortune 100 retailer does not ship a product bearing her city's name. The work is real, consequential, and almost entirely unattributed.
This invisibility has consequences. It means that the broader Indian public, and specifically the talented young professionals who are the GCC ecosystem's primary resource, often do not know what they are choosing when they join one. They know the brand of the parent company. They may not know the depth of the charter, the seniority of the decisions being made, or the genuine global consequence of the work being done. There is a perception gap, and it has persisted because nobody has had an incentive to close it systematically.
The media coverage does not help. When GCCs appear in the Indian press, they tend to appear as either hiring announcements or policy talking points. A company sets up a center in a new city; the Chief Minister attends the inauguration, the press release mentions job creation numbers. This is useful information, but it tells almost nothing about what actually happens inside. It captures the event without capturing the meaning.
What the Ledger Is For
Second HQ exists because there is no authoritative, narrative account of what India's GCC ecosystem actually looks like from the inside.
There are databases. There are consulting reports that get released annually with projections and charts. There are LinkedIn posts from GCC leaders celebrating milestones. There are conferences where the same talking points circulate. What there is not is a sustained editorial effort to decode, document, and contextualize each center as an institution in its own right: its charter, its culture, its talent philosophy, its relationship with the parent organization, its AI-readiness, its standing in the Indian city it inhabits.
This platform is an attempt to build that record. Not a database, exactly, though it will have the structure of one. Not a magazine, exactly, though it will have the voice of one. Something closer to what a ledger is in its original sense: a book of record, kept over time, that reveals patterns because it is cumulative.
The editorial principle is simple. Every GCC in India deserves a profile that answers the questions a thoughtful, senior engineer would ask before deciding to work there: What does this center actually build? Who does it hire, and at what level? What is the culture of the parent organization, and how much of that culture has traveled to India? What tech does it run? How seriously is it investing in AI? What is the quality of leadership in India, and how much authority does that leadership actually have? Is this a place where consequential work happens, or a place that uses the language of consequence to dress up execution?
These are hard questions to answer well. They require editorial rigour. They require talking to current and former employees, reading job descriptions carefully, tracking the movement of senior leaders, and developing a sense for the difference between a center that is genuinely building capability and one that is genuinely managing process.
The Institutional Gap
The GCC ecosystem has grown with remarkable speed, but its institutional infrastructure has not kept pace. Consider what exists for the startup ecosystem by comparison. There is detailed, publicly available data on every significant startup: funding rounds, investor names, revenue estimates, founder backgrounds, product roadmaps. There is a rich culture of reporting, analysis, and commentary. Publications like The Ken and Inc42 cover startups as institutional actors with their own logic and their own stakes. Investors publish their thinking. Founders write newsletters. The ecosystem talks to itself constantly, and that conversation is largely legible to outsiders.
GCCs have none of this. The total count has risen to over 2100 centers generating nearly $100 billion in revenue, but the institutional knowledge about any individual center is thin, scattered, and mostly inaccessible. A senior engineer trying to evaluate two GCC offers is making that decision with almost no information beyond what the recruiter tells her. A policy researcher trying to understand how the GCC ecosystem is evolving has no single source that aggregates and contextualizes the available data. A journalist trying to write about what GCCs are doing in AI has to start from scratch every time.
The gap is structural. GCCs have historically had no incentive to be legible to outsiders, because their audience has been the parent organization (and not the Indian talent market). The parent organization knows exactly what they are getting. It is the Indian talent market that is operating in the dark.
Second HQ is, in part, an attempt to close that information asymmetry.
Why This Moment
Timing matters in editorial projects. This one is happening now because the GCC ecosystem is at an inflection point where the stories being built inside these centers are genuinely consequential, and the gap between what is happening and what is publicly understood is wide enough to be worth closing.
The $100 billion that GCCs contribute to India's economy today was $20 billion in 2015. The revenue has grown five-fold. The workforce has more than doubled. The nature of the work has shifted decisively from execution to ownership. Mid-market companies, and not just Fortune 500 giants, are now setting up centers; according to Deloitte's research, 480 GCCs accounting for 27 percent of India's total are operated by mid-sized enterprises. Tier 2 cities (Coimbatore, Ahmedabad, Bhubaneswar, Thiruvananthapuram) are beginning to matter in ways they did not three years ago. The government, at both the state and central level, is paying serious attention: Karnataka's GCC policy 2024-2029 aims to generate 350,000 jobs and 500 new centers; Maharashtra has its own GCC policy targeting 400 new centers; Telangana runs the T-AIM initiative specifically to anchor AI-focused GCCs.
A Personal Note on Square Inches
I have spent a significant portion of my professional life inside the employer brand, enterprise brand, and talent narrative ecosystem, working with organizations that were trying to close the gap between what they actually were and what the talent market thought they were. The GCC context appeared again and again: companies with deep India operations that were genuinely building important things, but whose India narrative was ten years behind their India reality.
The frustration that accumulated over those years was not about any single client or any single campaign. It was about the structural absence of a shared record. Every engagement started from zero because there was no common reference point, no place where the institutional reality of GCCs had been documented with any rigor or permanence. Each company was trying to tell its own story in isolation, without the scaffolding of a broader ecosystem narrative to lean on.
Over the last 2 years, Second HQ is the thing I kept wishing existed. A ledger, built over time, that would eventually give both the talent market and the organizations within it a common vocabulary and a common reference point. A place where the work being done inside India's GCCs could be seen clearly, in its full complexity, without the distortion of either hype or dismissal.
The GCC ecosystem is too important to remain illegible. That is the simple argument for this project. The rest (as one of my favourite writers, in a totally different context, once said) is just pure gravy.
Second HQ attempts to profile every significant GCC in India, one at a time. This article is the first in a three-part canon explaining what the project is, how it is structured, and why cities matter as much as the companies that occupy them.