International Research Journal of Engineering and Technology (IRJET)
e-ISSN: 2395-0056
Volume: 12 Issue: 05 | May 2025
p-ISSN: 2395-0072
www.irjet.net
Building Intelligent Adaptive User Interfaces (IAUI) With Artificial Intelligence & LLM Models. Leela Naga Sai Vamsi Krishna Dogiparthi University Of Bridgeport, USA -----------------------------------------------------------------------***--------------------------------------------------------------------
---------------------------------------------------------------------***--------------------------------------------------------------------1.INTRODUCTION Abstract – As the number of users leveraging online platforms over the internet is growing rapidly has created unmeasurable competition over the digital landscape demanding a need for a more personalized, intelligent and adaptive UI framework that can adjust itself based on the various factors such as user needs, environment, level of user understanding, historical usage patterns, age groups etc. to better serve the end user & provide more value for the time they are spending. All these needs demanded a revolutionary approach for building intelligent User interfaces known as Intelligent Adaptive User Interfaces (IAUI) powered by Artificial Intelligence, LLM Models & Empathy. This article will delve into the concept of IAUI, a novel framework for adjusting UI dynamically, increase user engagement, decrease the learning curve & increase accessibility in sectors such as Ecommerce, healthcare, financial services, educational platforms & entertainment by using some of the pre-built LLM models using Retrieval-Augmented Generation (RAG).
Over the past two decades the number of users over the internet has grown exponentially, representing a paradigm shift in human-computer interactions. In 2000, the user number were about 7% of global population (~413 million users)[1]. In 2010, it was reported to be 29% of global population (~1.9 billion users) [1]. In 2020, it went up to 60% (~4.7 billion users) [1]. In 2025, it was reported to be at 67.9% with whooping ~5.56 billion users [2], [3] across various sectors such as Healthcare, E-commerce, E-learning, Entertainment & Social media.
Key Words: Intelligent Adaptive User Interfaces (IAUI), Artificial Intelligence (AI), Large Language Models (LLM), Empathy, Accessibility, Adaptability, User Experience (UX), Retrieval-Augmented Generation (RAG), unsupervised learning. Chart -1: User Growth Chart (2000 – 2025)
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