One of the most common mistakes manufacturing GCCs make when entering India is applying a technology GCC hiring template to a fundamentally different talent brief.
The roles that a manufacturing GCC needs in Year One are specific, sequenced, and in several cases, exist in talent pools that standard IT-centric pipelines simply do not reach.
A bank had invested millions in AI-powered fraud detection. Weeks before launch, the project stalled – not because the technology failed, but because two critical cybersecurity roles had sat vacant for over four months unfilled. The biggest risk wasn’t the software. It was the missing talent behind it.
Picture a Monday morning at a mid-sized private bank. A loan officer logs in and reviews five credit applications — but before she reads a single line, an AI model has already scored each borrower using 400+ data signals, flagged two anomalies in transaction history, and cross-referenced all five against AML watchlists.
The AI agent revolution isn’t creeping up on us — it’s already arrived. Microsoft’s 2026 Work Trend Index, which analyzed trillions of anonymized Microsoft 365 productivity signals and surveyed 20,000 workers across 10 countries, found that the number of active agents in the Microsoft 365 ecosystem has grown 15x year over year, rising to 18x in large enterprises.
One of the most common mistakes manufacturing GCCs make when entering India is applying a technology GCC hiring template to a fundamentally different talent brief.
The roles that a manufacturing GCC needs in Year One are specific, sequenced, and in several cases, exist in talent pools that standard IT-centric pipelines simply do not reach.
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