Indian Enterprises Reassess AI Production Architectures

In 2025, Indian enterprises rapidly piloted generative AI but found scaling to production exposed weaknesses in data foundations, cost models, governance, and operating structures, Capgemini's Nisheeth Srivastava says. He advises that early architectural and organizational choices — standardized data, shared scalable platforms, clear ownership, and robust guardrails — are essential as firms favor cloud-to-edge designs and cautious agentic AI adoption in 2026.
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