For enterprise leaders, the critical question about global capability centers (GCCs) is not simply where work gets done, but which capabilities to own, how to orchestrate them and how AI changes the equation.
What if your GCC is performing exactly as expected, but your enterprise is still leaving value on the table?
It’s possible that a GCC has the right talent, delivers reliably and meets its operational targets but contributes less than it should to enterprise performance. This can happen when decision rights, accountability and business integration have not evolved alongside a GCC’s capabilities.
This raises a more fundamental question than where work should be delivered. The better questions are: 1) which capabilities should the enterprise own? and 2) how should these capabilities contribute to business outcomes.
The temptation is to treat this as a make-or-buy exercise. But ownership, execution and accountability are not identical decisions. An enterprise can retain architectural authority while relying on a GCC for engineering delivery and external specialists for targeted expertise. It can also choose managed services for activities that do not require direct operational control.
The leadership challenge is to design the capability model rather than allowing existing organizational boundaries to determine how work is organized.
Captive centers, shared services organizations, GCCs and global business services (GBS) are often discussed as distinct organizational models. In practice, terminology alone rarely helps executives decide how capabilities should be organized.
What matters is the mandate.
Standardized operations may prioritize reliability, efficiency and quality. Engineering, digital platforms or other business-critical capabilities may require different decision rights, knowledge ownership and integration with business leadership. External providers can contribute scale, specialist expertise or ongoing operational responsibility.
These are not rankings. A captive can hold strategically important expertise, and a GCC can be designed primarily for operational efficiency. The risk emerges when the mandate evolves but governance, funding and performance measures remain unchanged. Calling a delivery center a GCC does not automatically give it the authority to make product or technology decisions.
Building capabilities across locations and organizational boundaries is only part of the challenge. The harder task is making them work together effectively — and adapting that collaboration as business priorities change.
The ISG Market Lens™ Global Capability Center Study identifies integration with the wider enterprise as a significant challenge when establishing or transforming offshore delivery capabilities. Yet the underlying management challenge extends beyond any particular location: access to talent and capabilities is not the same as orchestrating them effectively across the enterprise.
Building capabilities creates potential. The ability to orchestrate them effectively and continuously realign them with enterprise strategy can become a competitive advantage in its own right.
Consider a business-critical engineering capability for a connected product. The enterprise retains product ownership, architectural authority and control over critical intellectual property. Its India-based GCC takes responsibility for defined engineering activities, while specialist partners contribute expertise in AI, IoT or embedded technologies.
Now imagine a change in product requirements that calls for additional AI functionality or a different technical architecture. One enterprise may struggle with fragmented responsibilities and lengthy approval processes. Another may be able to realign GCC teams, internal product leadership and external specialists quickly, without losing clarity over ownership and accountability.
Both enterprises may have access to comparable expertise. Their ability to orchestrate that expertise in response to changing priorities can produce very different results. Orchestration, therefore, goes beyond coordinating existing delivery activities. It includes the ability to reconfigure responsibilities, integrate new expertise and adapt collaboration models as enterprise strategy evolves.
This does not mean centralizing every decision. Product leaders need authority over strategic choices, engineering teams need room to execute and external specialists need clear interfaces. Enterprise leadership must determine which decisions require common governance, which can be delegated and where coordination creates more value than complexity.
AI adds another dimension to these decisions. It can change how knowledge is accessed, how workflows are performed and which activities require human expertise. As AI-enabled capabilities develop, the boundaries between enterprise teams, GCCs and external providers may become more fluid.
Consider the connected-product example. AI may support software development, testing or engineering analysis across all three parties. The enterprise must then decide not only who performs the work, but who controls the relevant data, who validates AI-generated outputs and who maintains the knowledge required to operate and improve these processes.
This can influence make-or-buy decisions. A capability previously sourced externally may become easier to develop internally with AI support. Conversely, specialized AI expertise or managed services may remain more effective than building every component within the GCC.
Neither outcome is automatic. AI does not inherently favor captive, hybrid or outsourced delivery. What changes is the need to evaluate capabilities against their future requirements rather than simply extending existing workforce and sourcing assumptions. GCCs and providers can contribute to AI-enabled transformation, but enterprise leadership remains accountable for defining the mandate, allocating decision rights and managing acceptable risks.
A mature GCC strategy should not begin by asking whether internal delivery or external sourcing is preferable. It should begin with the business outcome and the capabilities required to achieve it.
For enterprise leaders, these are the three decisions that require attention:
Leaders must remember that competitive advantage may lie not in the GCC alone, but in the enterprise's ability to orchestrate its capabilities with internal expertise, AI and external partners. ISG helps organizations determine where and how their capabilities should exist and design a plan to continuously adapt that combination to strategic business priorities. Contact us to find out how we can help you.