India’s AI infrastructure opportunity won’t be won by models – It will be won with context
By Bianca Lewis, Executive Director, OpenSearch Software Foundation
Across India, the AI infrastructure race is accelerating: new foundation models are being funded, compute clusters are being commissioned, and government initiatives are fueling growth. But beneath the momentum lies a strategic blind spot that could cost Indian enterprises dearly: the assumption that model access equals AI advantage. It does not. What separates organisations that extract genuine value from AI and those that are merely running expensive pilots is something more fundamental and far harder to buy: context.
Models are fast becoming a commodity. The same base architectures, fine-tuned on similar data, are available to everyone. Deploying a specific LLM doesn’t differentiate an enterprise. Context is what transforms a model into a system that businesses can actually trust. Without it, AI is a parlour trick running on expensive infrastructure.
In enterprise terms, context means several things simultaneously. It is the structured and...
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