Best Embedding Models in 2026

An embedding model decides what your retrieval system can find. We shortlisted the embedding models in our catalog for English RAG, multilingual retrieval, code search, text-and-image retrieval, and low-cost indexing, sent live requests to each one, and recorded their prices, context windows, and default vector sizes so you can pick a candidate and test it on your own data.