Conceptio › Archive › PhilArchive
PhilArchive open access

The Role of Cloud in Democratizing Generative AI Access

Sakshi Waghmare, Sakshi Shete, Pratik Darawade, , Om Bhopulka · 2024
PhilArchive · Papers · 2024
Open Source ↗
philosophy
Generative Artificial Intelligence (AI) is redefining the boundaries of machine creativity by enabling the generation of text, images, code, and music that rival human outputs. However, the development and deployment of generative models—often consisting of billions of parameters—are resource-intensive, historically limiting access to well-funded organizations and research labs. The rise of cloud computing has fundamentally shifted this paradigm, offering scalable infrastructure and tools that lower the entry barrier for individuals, startups, and smaller enterprises. This paper explores the role of cloud platforms in democratizing access to generative AI technologies. It begins by surveying the evolution of generative models and identifying the limitations faced in on-premise deployments. We examine how cloud services such as AWS, Microsoft Azure, and Google Cloud have enabled broad-based access to generative tools through APIs, pre-trained models, serverless architectures, and managed MLOps environments. Through a qualitative methodology involving literature analysis, platform comparison, and case studies, this research identifies the key enablers that cloud brings to the table: elastic compute power, open model repositories, cost-effective pay-as-you-go pricing, and ecosystem support for deployment and scaling. The paper presents a detailed workflow to show how generative AI applications can be developed and deployed in a cloud-native environment. The findings highlight not only the technical advantages of using the cloud but also its socio-economic impact— bridging digital divides, fostering AI literacy, and enabling innovation in underserved regions and industries. Challenges related to data privacy, model fairness, and digital dependency are also examined. This study concludes by emphasizing the need for continued investment in open access initiatives, regulatory frameworks, and infrastructure optimizations to ensure that the democratization of generative AI remains sustainable and inclusive. As the cloud becomes the foundation of AI innovation, its role in making generative technologies universally accessible cannot be overstated.
Conceptio Open Archive

Analyze & explore related research in Conceptio

Connect this record directly into your research workflow or AI agent. Explore citations across open repositories, query full text, and export structured proof bundles.

This document is indexed with metadata only: full text is not available in the archive for this record. Open the official source ↗

Related documents

Record · ID 78546
Retrieved via Conceptio: every document is proof-bundled with source, license, and retrieval metadata.
Bring this data into your agent: Connect via MCP or API · 20 free credits to start · no card required
Read the Docs → · View CLI source on GitHub · Conceptio Open Knowledge Archive