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‘Speed and context will define the future of search’

November 17, 2025

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Financial Express Pune

Ashutosh Kulkarni sees search entering its most critical phase with AI. Since becoming CEO of Elastic, a Dutch-American software company, he has led its expansion into high-growth markets like India, now its second-largest base, while driving innovation in semantic search, cybersecurity, and observability.

Al adoption is driving a transformation in search and this shift can be viewed in two ways: how search itself is evolving and how it is enabling AI.

At the core of innovation is the LLM, it performs the reasoning, makes inferences, and generates sentences by predicting the next token.

TO EFFECTIVELY APPLY AI IN BUSINESS, IT MUST BE GROUNDED IN RELEVANT DATA, SUPPORTED BY REAL-TIME CONTEXT

To effectively apply AI in business contexts, it must be grounded in relevant data, supported by accurate, real-time context. This process is now evolving and agentic AI and agentic workflows are being used. As part of this evolution, ppeople are now talking about context engineering which enables agents to perform complex tasks with precision. As these tasks become more critical, the need for accuracy in context is essential.

Can you share some impactful use cases?

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Tier-2 cities lead employment boom as job mkt grows 23%

INDIA'S JOB MARKET ended 2025 on a high, clocking a robust 23% year-on-year rise in hiring activity, signalling broad-based employer confidence and steady expansion across industries.

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LEAD: Shaping industry-ready leaders through experience

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Parliament passes insurance Bill

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EVs get policy push, hybrids lose

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House panel moots 3-month deadline for NCLAT decisions

Warns against potential misuse of \"clean state\" norm by promoters

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Debt reduction key focus: FM

IT COULD COME in handy for the government which is facing a potential tax revenue shortfall compared with the Budget Estimate, and a possible dip in tax buoyancy in the near term, on account of massive the reliefs offered to taxpayers in terms of income tax and GST reductions.

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Debt reduction central to fiscal policy from FY27, says FM

States urged to improve fiscal transparency

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Sweet sorghum may also work as ethanol feedstock

THE GOVERNMENT IS conducting a study to assess the feasibility of sweet sorghum as an alternative feedstock for production of ethanol to diversify the raw material base for the biofuel, the food ministry said in Parliament on Wednesday.

time to read

1 min

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