The global artificial intelligence conversation is undergoing a seismic shift. The initial frenzy over parameter sizes and foundational model capability is giving way to a far more pragmatic focus: real-world enterprise execution.
“There was a time in the world of AI where the model debate was the only debate. Now we are getting into the value debate,” explains Amit Kumar, Managing Director, Digital Natives Business at Google Cloud India.
“The model in itself will not derive the value, but the model is an important part of the architectural conversation.”
This evolution isn’t just reshaping enterprise software, but also fundamentally transforming the talent landscape. As AI tools democratise software development, the traditional barriers to innovation are dissolving.
“Engineering is not a degree anymore. It’s a mindset,” Kumar notes, pointing out that curiosity and hands-on experimentation are replacing formal coding degrees as the primary drivers of technological impact.
Kumar works with startups and digitally driven companies, helping them use Google’s cloud and AI technology to grow their businesses.
On the sidelines of Google’s first ‘Let’s Talk AI’ media tour stop in Bengaluru, Kumar spoke about how India has emerged as a high-velocity proving ground for global innovation and how enterprises and startups are navigating AI’s next frontier.
Amit Kumar: Decision-makers across manufacturing, banking, healthcare, government, ecommerce, and fintech have moved well past early experimentation and basic testing. We are now in a stage where CXOs are asking how these solutions scale at an enterprise level and deliver tangible ROI. However, to truly extract value from agentic platforms, it cannot be treated as just an IT overlay.
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