AI and ML GCC

Artificial Intelligence and Machine Learning GCC in India

India hosts the largest pool of Artificial Intelligence and Machine Learning talent outside the United States. A focused Artificial Intelligence GCC, anchored in Bangalore or Hyderabad, can ship production Generative Artificial Intelligence within 6 months at 35 to 45 percent of United States loaded cost.

Why India for AI and ML GCC

420,000 plus Artificial Intelligence and Machine Learning practitioners in India (NASSCOM Zinnov, 2025).
Bangalore concentrates 62 percent of senior Machine Learning Engineers; Hyperscaler captives (Microsoft, Google, Amazon) anchor the ecosystem.
Generative Artificial Intelligence headcount in India GCCs grew 78 percent year on year (FY25).
Average build cost: 35 to 45 percent of equivalent United States team.

City choice (primary: Bangalore)

Bangalore

Deepest pool, strongest senior bench, all major hyperscaler captives present. The default choice for AI led GCCs.

Hyderabad

Microsoft and Google anchors, 12 to 15 percent lower cost, materially lower attrition. Strong second choice.

Pune

Better for applied Machine Learning in Engineering Research and Development and automotive. Smaller pure Generative Artificial Intelligence pool.

Typical charters

Generative AI Platform team

Retrieval Augmented Generation, fine tuning, evals, agentic workflows, internal Large Language Model platform.

Applied Machine Learning team

Recommendation, ranking, fraud, churn, demand forecasting, supply chain.

Machine Learning Operations team

Feature store, model registry, monitoring, deployment, governance.

Responsible AI and Governance

Bias, safety, evaluation, regulatory readiness (European Union AI Act, India Digital Personal Data Protection Act).

Cost band

A 30 Full Time Equivalent Artificial Intelligence GCC fully loaded: USD 1.4 to 1.9 million per year in Bangalore, USD 1.2 to 1.6 million per year in Hyderabad. Comparable United States team: USD 4.0 to 5.5 million.

Benchmarks

Senior Machine Learning Engineer: INR 42 to 80 lakh fixed in Bangalore, plus 20 to 30 percent variable.
Generative AI specialist premium: plus 30 to 60 percent over base Machine Learning band.
Time to first production Generative AI feature: 16 to 22 weeks from team kickoff.

Frequently asked questions

How fast can we hit 30 Artificial Intelligence engineers?

In Bangalore, 9 to 12 months with a strong India Head of Artificial Intelligence as the magnet. Without an anchor leader, expect 15 to 18 months.

Can we run a purely Generative Artificial Intelligence GCC?

Below 25 Full Time Equivalents, blend Generative Artificial Intelligence with applied Machine Learning and Machine Learning Operations to retain talent. Pure research labs need a 50 plus Full Time Equivalent commitment.