Capability Models — AI Pods
Enterprise GCC.
in India. At full scale.
100+
AI specialists at launch
90–120
Day activation timeline
3–4×
Cost vs. Western equivalent
100%
Yours — entity, IP, team
Definition
What is an
Enterprise GCC?
“An Enterprise GCC is a full-scale, permanently owned innovation institution in India — designed for organisations that need multiple AI capability domains, Centre of Excellence governance, and the institutional architecture to run at 100 to 500+ specialists indefinitely.”
The Enterprise GCC is what the Micro GCC grows into. It is not a larger version of the same thing — it is a structurally different model. Where a Micro GCC has one primary domain and a single leadership layer, an Enterprise GCC has multiple concurrent domains, a dedicated GCC leadership team, an HR function, a CoE framework, and innovation infrastructure that operates independently of the parent company’s daily management overhead.
100+
Specialists at launch. Scales to 500+ over 24 months
90–120
Days from decision to first domain team operational
Multiple
Concurrent AI domains under one GCC architecture
Architecture
What an Enterprise GCC
actually includes.
Unlike a Micro GCC which you can run with a single technical lead on your side, an Enterprise GCC is a complete institution. It has its own leadership, its own HR function, its own innovation governance, and its own strategic roadmap that feeds into — but operates independently of — your HQ.
Leadership Layer
GCC Director & Domain Heads
A dedicated India GCC Director who reports directly to your executive team. Domain Heads for each AI capability area. This is your India leadership bench — permanent, high-calibre, and deeply embedded in your organisation’s strategic direction.
Innovation Infrastructure
AI Centre of Excellence
A formal CoE structure with defined innovation governance, research protocols, and IP capture processes. The CoE is where your GCC’s best work becomes institutional knowledge — documented, protected, and compounding quarter over quarter.
Multi-Domain Capability
Concurrent AI Teams
Multiple AI Pod clusters operating under the same GCC roof — LLM engineering, MLOps, data science, computer vision, AI product development — each with its own delivery cadence and technical leadership, coordinated at the GCC Director level.
Governance & Reporting
Board-Level Intelligence
Monthly capability reports, quarterly innovation reviews, and annual strategic planning sessions that give your board and executive team complete visibility into India operations without requiring daily involvement in management.
Talent Infrastructure
India HR & People Function
A dedicated India HR team embedded in your GCC — handling hiring pipelines, career frameworks, performance systems, and culture — so the GCC feels like an extension of your company, not a satellite office managed from afar.
BOT Path
Full Ownership Transfer
The Enterprise GCC is designed from the start for complete independence. The Build-Operate-Transfer timeline is agreed before we begin — giving you a clear date when Miracle Global steps back and the GCC runs entirely under your own management and entity.
Who It’s For
The right fit for
these organisations.
🏢
Mid to Large Enterprises
Companies with a Micro GCC already running that has hit the natural scale trigger — team exceeding 15–20 people, multiple AI domains emerging, and a mandate to institutionalise innovation at the India level permanently.
🏦
Global Financial Institutions
Banks, insurers, and capital markets firms building AI capability at the intersection of deep compliance requirements and frontier AI research. The Enterprise GCC’s governance structure is purpose-built for regulated environments.
🌐
Technology Multinationals
Enterprise SaaS, platform companies, and technology multinationals that need a full India engineering hub — not a satellite — with the depth, leadership, and independence to operate as a genuine second HQ for product and AI development.
🔬
R&D-Intensive Organisations
Pharmaceutical, deep tech, and defence companies that need AI research capability in India to access talent pools that are simply unavailable in Western markets at any cost — combined with the IP protection that a properly structured entity provides.
Continue Exploring
Previous Step
AI Micro GCC
The flagship model. 20–80 specialists. Where most organisations start their GCC journey.
Ownership Model
Build-Operate-Transfer
The structured handover model that transfers full operational control to your team on your timeline.
Innovation Layer
AI Labs in India
Foundational and applied AI research labs that operate within or alongside your Enterprise GCC.
Ready to design your Enterprise GCC?
One conversation with a capability architect — we’ll map your model, your domains, and your 90-day activation plan.
Capability Ladder
- AI Pods — 3–15 specialists
- Nano GCC — 5–30 specialists
- AI Micro GCC — 20–80
- Enterprise GCC — 100+
- BOT — Full ownership
On This Page
- What is an Enterprise GCC
- Architecture & Includes
- Who It's For
- Related Models
Enterprise GCC
Build your India institution at full scale.
Get your Enterprise GCC architecture plan. We’ll map your domains, your leadership model, and your 90-day activation timeline.