AI SEO & GEO Agency in Sri Lanka | Rank Edge
This article explores the fundamental differences between data ingestion and Retrieval-Augmented Generation (RAG) output in artificial intelligence systems. Data ingestion is the process of collecting, processing, and storing information that AI models can access, while RAG output represents the intelligent responses generated by combining retrieved data with language model capabilities. Understanding this workflow is essential […]
The way machines discover and use your content is undergoing a fundamental transformation. For two decades, we’ve optimized content for Google’s crawlers, understanding that visibility meant ranking on page one of search results. But as AI-powered systems like ChatGPT, Perplexity, and Google’s AI Overviews reshape how people find information, the rules of the game are […]
Creating an LLM-friendly content structure means organizing your website so AI language models like ChatGPT, Gemini, and Claude can easily understand and retrieve your information. This involves using clear hierarchical headings, structured data markup, concise answers to common questions, and semantic HTML that helps AI assistants accurately cite your business when users ask relevant questions. […]
