Rasagna Pulapaka · 9/21/2026
The next generation of Global Capability Centers won’t be built on labor arbitrage alone. Malaysia shows us what comes next. For decades, the global expansion playbook was relatively straightforward. Find a market with a large talent pool. Compare salaries. Calculate the savings. Move the work. That model created some of the world’s largest offshore delivery centers and established India and the Philippines as global workforce powerhouses. But I believe we are entering a different era. When companies talk to us today about Global Capability Centers, the conversation is increasingly less about where labor is cheapest and more about where capability can actually be built. They want technology talent. They want finance and analytics. They want multilingual customer operations. They want regional expertise. They want AI capability. They want leaders who can eventually run significant parts of the operation independently. And they want resilience - not another global operation completely dependent on one geography. That is why I think Malaysia deserves a much bigger place in the GCC conversation.
One of the most interesting things happening in Malaysia is the evolution of its Global Business Services sector.
The first generation of offshore centers was largely driven by labor arbitrage. The next generation is going to be driven by capability arbitrage. If the only question is, “Where can I hire 200 people for the lowest possible salary?” you will arrive at one answer. But if the question becomes, “Where can I build a 200-person operation that could eventually become a 1,000-person regional capability center?” the analysis changes completely. Now we have to evaluate talent depth, leadership availability, digital infrastructure, language capability, regulatory environment, regional connectivity, recruitment velocity, employee retention, technology ecosystem, cost and scalability.
Malaysia occupies an unusual position within Asia. It sits in the heart of ASEAN, with close economic connections to Singapore and access to one of the world’s most important growth regions. But geography alone doesn’t create a GCC market. What makes Malaysia interesting is the combination: an established professional workforce, a significant digital and technology ecosystem, existing GBS experience, an increasingly sophisticated AI and cloud ecosystem, and government policy encouraging higher-value investment and employment. Malaysia’s digital investment reached a record RM163.6 billion in 2024, up substantially from RM46.8 billion in 2023. More recently, MDEC reported that AI-enabled Malaysian companies represented approximately 50% of digital exports measured across 2024 and the first half of 2025. This isn’t just an inexpensive labor destination trying to become a technology market. There is already a meaningful digital ecosystem being built.
I also think companies sometimes underestimate what a Malaysia GCC can become. The obvious starting point may be customer operations or shared services. But the opportunity is considerably broader. A sophisticated Malaysia center can potentially support finance and accounting, customer experience, HR operations, procurement, data and analytics, cybersecurity, technology support, software engineering, AI operations, regional sales operations, compliance support, supply-chain functions and regional corporate services. The exact functions depend on the company and its talent requirements. But that is precisely the point. A modern GCC shouldn’t simply be a place where work is sent. It should become a place where organizational capability resides.
For many companies entering Malaysia, Kuala Lumpur and the surrounding Klang Valley will naturally be the first place to evaluate.
This may be the most important advice I would give a company considering Malaysia: don’t confuse a GCC strategy with a real-estate project. You don’t necessarily need to incorporate an entity, lease a massive office and commit to hundreds of employees before you’ve hired your first person. I prefer a staged approach.
Stage 1: Test
Stage 2: Hire
Stage 3: Validate
Stage 4: Scale
Stage 5: Build the Permanent Infrastructure — If the Economics Justify It
There is a tendency in our industry to put Employer of Record and entity/GCC strategies on opposite sides of the table. I don’t see them that way. An EOR can be an extraordinarily effective market-entry layer for a future GCC. A company can enter Malaysia without first building all of the local employment infrastructure. Hire. Test. Learn. Scale. And when the organization reaches the point where owning the infrastructure makes strategic and economic sense, transition.
Perhaps the biggest misconception in global workforce strategy is the idea that companies need to pick a winner. India has extraordinary depth and scale. The Philippines has developed tremendous expertise in customer experience and global services. Malaysia brings another combination of regional access, professional talent, digital capability and established GBS infrastructure. The future may not belong to companies with one enormous offshore location. It may belong to companies with a portfolio of global capability hubs. Imagine an organization with technology and engineering concentrated in India; customer operations and certain shared services in the Philippines; regional ASEAN operations, multilingual capabilities, finance, analytics or technology functions in Malaysia; and specialized capabilities in Eastern Europe or Latin America. Now the company isn’t simply reducing labor costs. It is building a global talent architecture. That is a much more resilient model.
There is another factor every GCC strategy now has to consider: AI. Some people assume AI will reduce the importance of global talent locations. I think it changes what we build in them. The question is no longer: How many people can we move offshore? It becomes: What work should humans perform, what work should AI perform, and where should the combined capability live? Malaysia is actively attracting investment in higher-value digital areas, including AI, cloud and data-center infrastructure. That matters for the next generation of GCCs. Tomorrow’s capability center won’t simply contain 1,000 people performing processes. It may contain 400 people managing technology and AI systems that perform work previously requiring several times that workforce. That means quality of talent becomes more important than quantity of labor.
No market should be sold as perfect. Malaysia isn’t. The talent pool isn’t as enormous as India’s. Competition for certain digital and specialized skills can increase compensation. If you’re hiring significant expatriate talent, immigration policy needs to be incorporated into planning; revised Malaysian Employment Pass requirements took effect in June 2026, with specific transitional treatment for certain GBS language roles. Companies also need to understand local employment law, payroll, statutory requirements, tax, benefits and cultural expectations before scaling. Malaysia has also moved toward an outcome-based investment incentive framework, linking incentives more closely to outcomes such as high-value employment, technology transfer, supply-chain development and sustainability. Those aren’t reasons not to build. They’re reasons to build deliberately.
I wouldn’t begin with an entity. And I definitely wouldn’t begin with an office lease. I’d begin with talent intelligence. Take the 20–30 roles you believe your future GCC will require. Map them. Find the talent. Benchmark the real compensation. Understand competitor demand. Interview candidates. Identify potential leaders. Model recruitment velocity. Then ask: Can Malaysia actually support the organization we’re imagining? If the answer is yes, hire the first team. Give yourself six to twelve months of operating data. Then make the larger infrastructure decision. Because one lesson I keep coming back to in global expansion is this: optionality has value. The ability to enter without overcommitting has value. The ability to scale quickly has value. And the ability to change direction without dismantling an enormous infrastructure investment has value.
Malaysia’s strongest GCC argument, in my view, shouldn’t be: “We’re cheaper.” That is a race every market eventually loses to someone. The stronger argument is: “We can help you build something valuable here.” Capability. Leadership. Regional expertise. Technology. Customer experience. Digital operations. And eventually, intellectual capital. That is how GCCs become strategic assets rather than cost centers. And it’s why I believe Malaysia will become increasingly important in global workforce conversations over the next decade. Not instead of India. Not instead of the Philippines. Alongside them. Different markets. Different strengths. Different capabilities. One global workforce strategy.
“Don’t choose a GCC location based only on where work is cheapest today. Choose a location capable of building what your company will need tomorrow.”
Linx helps companies evaluate, enter and scale global markets across EOR, global payroll, talent acquisition and GCC build-outs - from the first employee through the transition to owned infrastructure.