Best AI Models for RAG - March 2026
Gemini 2.5 Flash leads RAG generation accuracy at 87% on LIT-RAGBench, while o3 tops multi-hop reasoning and Qwen3-235B is the best open-source option.
Embeddings
Embedding Models Pricing - March 2026
Embedding API costs compared for OpenAI, Cohere, Voyage AI, Google, Mistral, and Jina - normalized to price per million tokens with MTEB quality scores.
Google Launches Gemini Embedding 2 for Multimodal AI
Google's first natively multimodal embedding model maps text, images, video, audio, and PDFs into a single vector space - now in public preview via Gemini API and Vertex AI.
What Are AI Embeddings? A Plain-English Guide
A beginner-friendly explanation of AI embeddings - the technique that turns text into numbers so machines can understand meaning, power search, and enable RAG.
Embedding Model Leaderboard: MTEB Rankings March 2026
Rankings of the best embedding models by MTEB scores, comparing retrieval quality, dimensions, speed, and pricing for RAG and search.
What Is RAG? Retrieval-Augmented Generation Explained in Plain English
A beginner-friendly explanation of Retrieval-Augmented Generation (RAG) - the technique that lets AI pull in real facts before answering your questions.
