
The Hardest Part of Industrial AI Isn’t Adoption—It’s On-Site Deployment
Industrial AI company Augury plans to scale its FDE team to 25–30 people in its new Bengaluru engineering hub.
183 articles
The growing demand for FDEs also reflects a persistent problem in enterprise AI, which is that a successful pilot does not necessarily translate into a reliable production system
Shalini Mondal · Oct 16, 2026

At Cypher 2026, panellists say AI is exposing which of India's 1,700+ GCCs are cost-arbitrage hubs and which truly own decisions.
Mukundan Sivaraj · Oct 12, 2026

Even among the largest centres, AI capabilities are uneven. TeamLease found that only 22 of the top 50 mega retail GCCs had established AI capabilities.
Shalini Mondal · Oct 12, 2026

The rise of large campuses should not necessarily be viewed as a threat to smaller leasing, but Zinnov’s Saurabh Mehta argues that Chennai needs a real estate ecosystem capable of supporting both models.
Shalini Mondal · Sep 30, 2026


The shift is not simply about fewer technology jobs. It is about what companies are willing to pay for, whom they want to hire, and where that talent can sit.

Decision intelligence platform Fuel Cycle plans to use the India centre to build AI, engineering, and product capabilities

Fidelity International is making AI costs visible to employees before applications are deployed.

Enterprises now want GCC partners that can combine domain expertise, technology, and execution while taking greater ownership of outcomes.
While Bengaluru still leads with over 860 GCCs and 7.4 lakh employees, industry insiders note that its advantage lies in legacy depth rather than fresh expansion.
Automotive firms are rethinking their GCC locations as software and industrial engineering are beginning to merge.
New Relic CEO Ashan Willy says AI-generated code is increasing demand for observability and creating new opportunities for India’s GCCs.
From Olam's GCC to Wipro-owned AI firm, Mindsprint reflects India's evolving GCC story.
For GCC leaders, standardising the IST changes both infrastructure and organisational priorities.

For many GCCs, the challenge is not growing in headcount but growing in responsibility and ownership.

India’s retail GCCs are expanding AI teams, but experienced leaders remain the hardest capability to build.

GCC hiring declined 6% month-on-month to 17,000 active openings in August, even as hiring by IT services firms grew 5% during the same period.

Emerson believes the engineer is still ultimately the one responsible and sees no future where the engineer is out of the loop.

N-able says Bengaluru teams now build AI features and shape cybersecurity product decisions for global markets.

Globally, AHEAD employs about 3,500 people, with India accounting for nearly 20% of its workforce.
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