India, July 13 -- Artificial Intelligence Appreciation Day, observed annually on 16 July, has increasingly become an opportunity for businesses and policymakers to assess how AI is reshaping industries beyond chatbots and generative content tools. This year, the conversation is moving towards a more fundamental question, what does it take to run AI reliably as part of enterprise infrastructure?

Over the past two years, enterprises have moved rapidly from AI experimentation to deployment. As AI systems become embedded in customer service platforms, collaboration tools, cybersecurity operations and business workflows, organisations are facing new demands on computing resources, cloud architectures, data management and network performance. ...