International Journal of Science, Engineering and TechnologyAuthors: Padhiyar Harshkumar B, Rana Drumilsinh M, Desai Vishalbhai S, Patel Jeet D, Ms. Anshika Saxena
Abstract: The rapid advancement of artificial intelligence has reshaped creative industries, particularly through text-to-image generation. Despite progress, most existing solutions remain either cost-prohibitive or technically complex, restricting access for students, researchers, and small enterprises. This paper introduces PixelVerse, a web-based Software-as-a-Service (SaaS) platform designed to democratize text-to-image synthesis. Built on the MERN stack, the system integrates Stable Diffusion via ClipDrop APIs, a secure credit-based monetization model using Razorpay, and robust authentication through JWT and bcrypt. Experimental deployment demonstrates an average image generation time of 4.2 seconds, 98.5% success rate, and scalability up to 80 concurrent users with consistent performance. A four- week user study yielded high satisfaction (System Usability Scale: 84/100, average rating: 4.3/5). These results validate PixelVerse as a production-ready framework bridging advanced AI models with accessible, secure, and economically sustainable applica- tions.
DOI: http://doi.org/10.5281/zenodo.17599642
