Next phase of enterprise AI not about deploying models, but managing their evolution: Report - The HinduBusinessLine

Next phase of enterprise AI not about deploying models, but managing their evolution: Report - The HinduBusinessLine
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SENSEX 77,485.29
+ 575.61
NIFTY 24,211.60
+ 133.30
CRUDEOIL 8,317.00
+ 166.00
GOLD 158,065.00
+ 69.00
SILVER 238,840.00
+ 2,053.00
SENSEX 77,485.29
+ 575.61
NIFTY 24,211.60
+ 133.30
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+ 133.30
CRUDEOIL 8,317.00
+ 166.00
CRUDEOIL 8,317.00
+ 166.00
GOLD 158,065.00
+ 69.00
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Next phase of enterprise AI not about deploying models, but managing their evolution: Report
The report said every new model release can bring improvements in reasoning, context windows, multimodal capabilities and accuracy, but can also change pricing, output quality and how the model behaves
Updated - August 20, 2026 at 03:55 PM.
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https://www.thehindubusinessline.com/info-tech/next-phase-of-enterprise-ai-not-about-deploying-models-but-managing-their-evolution-report/article71368379.ece
The next phase of enterprise artificial intelligence (AI) will be less about deploying the latest models and more about managing their continuous upgrades, costs and performance, according to a report by Straive. The report said generative AI has moved beyond experimentation, with organisations using large language models (LLMs) across areas such as scientific research, customer support, knowledge management, software engineering and enterprise search.
It said, "The next phase of enterprise AI is therefore no longer about deploying models. It is about managing their evolution." According to the report, AI has helped teams complete tasks such as searching, summarising, validating and creating content in minutes instead of hours. However, as companies expand their use of AI, they are facing a new challenge because foundation models are continuously changing.
The report said every new model release can bring improvements in reasoning, con