Democratizing AI: How AutoML is transforming enterprise cloud strategies

Anugu, Swapna Reddy (2025) Democratizing AI: How AutoML is transforming enterprise cloud strategies. World Journal of Advanced Engineering Technology and Sciences, 15 (1). pp. 701-708. ISSN 2582-8266

Automated Machine Learning (AutoML) is transforming how enterprises develop and implement AI solutions by democratizing access to advanced machine learning capabilities. This paradigm shift enables organizations to overcome traditional barriers to AI adoption by automating complex processes throughout the machine learning lifecycle, from data preprocessing to model deployment and monitoring. By reducing technical complexity and accelerating development cycles, AutoML allows domain experts without specialized data science knowledge to build effective AI solutions that address specific business challenges. Cloud providers have integrated robust AutoML capabilities into their platforms, enabling seamless implementation across various industries, including financial services, manufacturing, and retail. Despite impressive advancements, organizations must remain mindful of limitations regarding specialized applications, model transparency, and data quality requirements as they navigate their AutoML implementation journey.