RAG retrieves relevant information and sends it to a language model. CRAG adds a correction step that evaluates whether the retrieved information is reliable before the model generates an answer. That single addition is the core of the difference. Retrieval-Augmented […]
Introduction The main components of a RAG system are the knowledge source, ingestion pipeline, document parsing, chunking strategy, embedding model, vector database or search index, retriever, reranker, prompt and context builder, large language model, response generator, citation layer, evaluation system, […]
Imagine doubling your affiliate marketing revenue without doubling your workload. Sounds too good to be true? Thanks to the rapid advancements in AI technology, this is not just a possibility but a reality for many marketers in 2025. AI tools […]
New to the architecture? Start with the RAG system components explained guide for the technical building blocks. Artificial intelligence has made significant strides in processing and generating language, yet it often grapples with a critical limitation: the tendency to produce […]
Imagine you’re using a chatbot to get the latest product prices, but it keeps giving you outdated information. Frustrating, right? This happens when Retrieval Augmented Generation (RAG) systems fall out of sync with their content. RAG systems combine the power […]
CustomGPT.ai has outperformed OpenAI’s Assistant API V2 with greater accuracy, fewer hallucinations, and faster average response times in a new, more thorough evaluation. The latest study compares CustomGPT.ai and OpenAI’s Assistant API V2 performance across 945 questions from diverse datasets. […]
In a competitive marketplace, where competitive analysis matters, businesses are constantly seeking advanced solutions to enhance customer support, streamline operations, and boost sales. Among the leading AI platforms are CustomGPT.ai and Ask, and understanding how CustomGPT.ai works helps frame the […]
In a surprise move revealed by Microsoft journalist Paul Thurrott and then VentureBeat, Microsoft relatively quietly “killed off” its custom GPT, or custom Copilot AI, creation service for users. It’s okay, CustomGPT.ai has your back if you’re looking to create […]
Introduction The TechCrunch article “Why RAG Won’t Solve Generative AI’s Hallucinations Problem” makes a splash with its provocative title. But does it tell the whole story? While the article raises valid concerns about Retrieval Augmented Generation (RAG), it’s important to […]
Today, we are thrilled to announce one of our most-requested features: CustomGPT.ai Auto Sync. Auto Sync is designed to keep your custom GPT AI in sync with your content, ensuring that the answers from the bot are as always in […]
