Build an AI-powered global capability center you own
A global capability center (GCC) is how an enterprise scales operations without scaling cost in a straight line, and keeps the capability under its control. InfoSun designs, builds, and operates your AI-powered GCC, most often in India, then transfers it to you. Capability you own, not capacity you rent.
A global capability center (GCC) is a company-owned, in-house operating unit, often based in India, that runs core business operations and technology functions for its parent enterprise. A modern GCC owns product and drives AI, rather than only cutting cost.
On this page, GCC means global capability center: an enterprise operating model, also called a captive or in-house capability center. It does not refer to any geopolitical or trade body.
Traditional GCC vs an AI-powered capability center
A traditional GCC adds capacity by adding people. An AI-powered capability center adds capability by combining domain experts with AI agents that run intelligent operations under human supervision. This is the difference between a cost center and a capability center.
The advantage is not a lower unit cost for the same task. It is a smarter operating model: experts plus AI agents producing less manual effort, faster decisions, and durable capability you own. Not labor arbitrage. Not automation alone. Not consulting.
Why enterprises are building global capability centers
Scale operations without scaling cost linearly, and own the capability that increasingly defines your margins. The companies that control execution control their economics.
Own the capability
Build durable, in-house operational strength instead of a vendor relationship you cannot fully control.
Decouple cost from growth
Grow volume without a one-to-one increase in operating cost as the model matures.
AI-native, not retrofitted
Build the center AI-first, with agents in production from the start, instead of a legacy cost hub you modernize later.
Modernize on existing systems
Improve operations on the WMS, TMS, and ERP platforms already in place, without a rip-and-replace program.
Reduce risk
Keep data, process knowledge, IP, and standards inside the enterprise.
India is the most common location, with hubs in Mumbai, Hyderabad, and Chennai. But location is the footprint, not the point. The point is ownership.
Build, operate, transfer: a GCC you own at the end
We stand up your center, run it to steady state, and hand you the keys. Ownership moves to you as the engagement progresses, not in a leap of faith at the end.
Legal entity, secure IT, governance design, and expert hiring against your specification and approval.
InfoSun-ledWe run it to steady state with human-orchestrated AI in production. You steer priorities, KPIs, and IP.
Shared, your controlThe entity, team, IP, processes, and compliance history are handed to you. No transfer fee, no lock-in.
You own itBuild, entity setup, and hiring run concurrently, which is how the center reaches operations in around 90 days. No transfer fee, no employee disruption, no lock-in.
Who does what: the orchestration layer
AI does the volume. People own the judgment. This is the division of labor most AI-GCC pitches gesture at but never draw. It is why the center is accountable, not autonomous.
The capability center operating model
A structured path from a defined scope to a fully running, owned capability center. Clear handoffs, not a one-time stand-up.
Agree the scope
Together we choose which processes move to the capability center, analyze them first, and agree how success is measured.
Establish
Stand up the center, transition the work, and put operations into production under governance and SLAs you sign off.
Find the AI fit
We examine each process with your team for where supervised AI suits the work, and where it should stay with people.
Augment
Agents take on approved routine work inside live workflows. Exceptions and judgment calls route to your experts and ours.
Improve together
Tune against the KPIs you agreed: cost, margin, decision speed, inventory, OTIF, and forecast accuracy.
Build alone, outsource, or build-operate-transfer
Three ways to get the capability. Only one gives you the speed of a partner and the ownership of a captive, AI-native from the start.
| Build it alone | Outsource / BPO | InfoSun (build-operate-transfer) | |
|---|---|---|---|
| Who owns the capability | You | The vendor | You, on transfer |
| Control and IP | Full, but you build it | Vendor holds IP and knowledge | Yours, governed from day one |
| Speed to value | Slow, long ramp | Fast | Fast, around 90-day stand-up |
| AI maturity | You must build it | The vendor's roadmap | AI-native from day one |
| Cost model | Capex and long payback | Vendor margin on every seat | No vendor margin on your team |
| Exit and lock-in | It is already yours | Switching cost, re-tender | Transfers to you, no lock-in |
Owned, governed, and safe by design
For a CIO and CFO, entity, IP, data, and compliance are gating criteria, not fine print. They are handled from the first phase.
A distinct legal entity, with your IP, data, and models under your control and transferred to you.
AI agents propose, your experts and ours approve. Every action is logged with a full audit trail.
A defined RACI and operating cadence: you own the what and why, the center owns the how, on your KPIs.
Operations are designed to meet GDPR, India's DPDP Act, and enterprise security practices, with data residency and a full audit trail. Your IP and data stay yours.
A proven model, and now AI-native
The capability-center model is mature and growing, and the market has moved from cost-arbitrage back offices to AI-capable centers that own product and outcomes. The question is which kind you build, not whether the model works.
Sources: NASSCOM and Zinnov India GCC Landscape; EY GCC Pulse, 2025; Knight Frank India and 3AI, 2024. Market context, not InfoSun results. Figures are directional and refreshed periodically.
Your GCC, built in India’s leading hubs
We locate each capability where the talent is deepest: finance and analytics in Mumbai, engineering and AI in Hyderabad, and industrial engineering in Chennai.
From cost center to capability you own
A running operation you ultimately own: domain experts and AI agents on your existing systems, measured on outcomes, then transferred to you.
Outcomes, not headcount
Engagements are measured on cost, margin, decision speed, inventory, and service levels, on your P&L.
Experts plus AI agents
Domain experts work alongside AI agents that run high-volume work. Humans supervise, AI executes in production.
Runs on your systems
The center operates on the WMS, TMS, and ERP platforms you already use. No rip-and-replace.
You own it
We operate as-a-service to start, then transfer the capability, the operating model, and the standards to you.
Guides on building a GCC you own
The decisions behind a GCC: the model, the make-or-buy call, and where and how to build in India.
Questions, answered
Written to be quoted by people and by AI answer engines alike.
A global capability center (GCC) is a company-owned, in-house operating unit, often located in India, that runs core operations, technology, analytics, and process functions for its parent enterprise. It is also called a captive center. The enterprise owns the operating model, the data, and the institutional knowledge, rather than renting them from a vendor. Modern GCCs own product and drive AI, not just cut cost.
An AI-powered GCC embeds AI agents into everyday operations, from forecasting and monitoring to document processing, while people govern the decisions. It shifts a capability center from one-time cost savings to compounding capability, measured on outcomes rather than headcount. InfoSun builds this human-orchestrated model where experts govern and AI agents execute under supervision.
Build-operate-transfer is a model where a partner builds and runs your GCC, then transfers full ownership to you. You get the speed and de-risking of a partner with the ownership of a captive. At transfer, the legal entity, the team, the IP and models, the operating processes, tooling, and compliance history all become yours. No transfer fee, no lock-in.
Ownership and control. With a GCC, the capability is yours: you own the operating model, the data, the process knowledge, and the standards. With outsourcing, you buy a service from a third party that owns the capability, the process, and often the data, and keeps a margin on every seat. A GCC builds durable, in-house strength. Outsourcing creates a vendor dependency.
Yes. A captive center is the older name for what the industry now calls a global capability center. Both are wholly owned, in-house centers that run functions for the parent enterprise rather than a third party. GCC is the current term and reflects a broader, more strategic mandate than early captive centers, which focused mainly on cost.
A focused GCC can reach initial operations in around 90 days, because entity setup, secure IT, and hiring run concurrently rather than in sequence. Broader, multi-function centers phase over longer. A build-operate-transfer approach with an experienced partner compresses the timeline because the operating model, governance, and processes are proven, not built from scratch.
Operations are designed to meet enterprise security and privacy requirements, including GDPR and India's Digital Personal Data Protection (DPDP) Act, and are built to ISO 27001 and SOC 2 practices with defined data residency. Your IP and data stay under your control from the operate phase, with a full audit trail and clear ownership at transfer.
Yes, increasingly. Mid-market GCCs are the fastest-growing segment of the market. A build-operate-transfer path removes the two biggest mid-market barriers, the setup distraction and the AI capability gap, by standing up a working, AI-native center for you and then handing it over. You get owned capability at scale without a multi-year in-house build.
A GCC operating model is the structured way a global capability center is built and run: the processes, governance, KPIs, the split between human experts and AI agents, and the integration with existing WMS, TMS, and ERP platforms. InfoSun's operating model is run with the client at every step: agreed processes move to the capability center after a joint analysis, each one is examined for AI suitability, and delivery runs under joint governance. Your data, processes, and policies remain yours.
Cost depends on scope, the functions in the center, and how much of the work is automated. The more useful measure is the return: an AI-powered capability center decouples cost from volume, so the model typically delivers 10-20% cost savings and 5-15% margin gain as it matures, with 40-70% less manual effort. The right way to size it is a GCC assessment against your operations and outcomes.
Why rent capacity when you can own your capability?
In a 30-minute assessment we map your operation, model the outcomes, and lay out the build-operate-transfer path.
30 minutes. Scoped to your operation. No obligation.