Author name: Vivek Gujar, PhD and Research Team

Abstract: The advent of edge computing and artificial intelligence (AI) has spurred the development of decentralized architectures to address privacy, latency, scalability, and cost challenges in AI deployment. This paper provides an in-depth examination of four architectures—Federated Learning (FL), Edge-Cloud Hierarchical, Microservices-Based Edge AI, and Serverless Edge AI—focusing on their components, workflows, advantages, challenges, and […]

Everything is faster, smarter and more flexible in today’s fast-moving world of technology. At IndoAI, we believe that the future of Artificial Intelligence (AI) lies in a new concept we call “Appization“—the process of turning powerful AI models into plug-and-play apps that anyone can use, just like downloading an app on your phone. This makes

At IndoAI, we focus on creating smart systems that help solve real problems. We can provide AI models that can be changed to fit our clients’ needs, working directly on our AI cameras and devices. This means clients can tailor the AI to their specific tasks instead of changing how they work to fit a

Imagine you’re studying for a big exam, but instead of reading every single page of your textbook, you read the important parts, highlight key ideas and ignore the unimportant. That’s exactly what Model Context Protocol (MCP) does for AI—it helps chatbots and language models LLMs like ChatGPT, Gemini and Grok focus on “important” so they can be faster, cheaper and

Introduction The edge AI video analytics sector is witnessing exponential growth, with the global market valued at $8.02 billion in 2024 and projected to surpass $30 billion by 2030, driven by the need for real-time, privacy-first solutions. In India, rapid urbanization, smart city investments (₹1.68 lakh crore), and a burgeoning AI market ($7.8 billion by

The Real Problem With CCTV Let’s get one thing straight. Most CCTV systems today are like overenthusiastic interns who record everything but report only when asked. There are cameras everywhere — shops, factories, streets, offices — but the sad truth? Nobody’s really watching that footage unless something goes wrong. Think about it. Have you ever

Imagine if your relatively “dumb” CCTV that can at present only see, became smart enough to detect any fire and send out an alarm, or was clever enough to spot an altercation or fight in a crowded marketplace and alert the cops, or say noticed a lone woman walking late at night it can send

Feature IP Camera CCTV (Analog) IndoAI’s AI Camera Technology Digital (Internet Protocol) Analog (Coaxial Cables) AI-Powered Digital (IP-Based) Resolution HD/4K (High Quality) SD/HD (Limited by Analog Signal) 4K+ (Ultra HD with AI Enhancement) Intelligence Basic Motion Detection No AI (DVR Processing) Advanced AI (Face, Object, Anomaly Detection) Connectivity Wi-Fi/Ethernet (Remote Access) Wired (Local Recording) Wi-Fi/Ethernet