Exclusive Interview with Kanakalata Narayanan on Building Responsible AI for the Future of Enterprise Engineering

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In this exclusive interview with IT Voice, Kanakalata Narayanan, Vice President – Engineering, Ascendion, shares how AI is transforming enterprise engineering, legacy modernization, and delivery governance. She discusses the importance of responsible AI adoption, strong data foundations, human oversight, and outcome-driven execution as organizations scale AI across business-critical operations.


IT Voice- As enterprises move from standalone AI pilots to embedding AI into engineering and operational workflows, how do you see enterprise delivery models, governance, and execution evolving over the next three to five years?

Kanakalata Narayanan-AI is moving from pilots into the core of enterprise execution. Over the next three to five years, companies will embed AI directly into engineering, operations, modernization, and decision-making. That will shift delivery from measuring effort to measuring outcomes.Teams will become more AI-enabled and business-aligned. Agents will support analysis, development, testing, documentation, service operations, and knowledge work, while people focus on judgment,...

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