Embedding Models

Cohere

Text Embeddings

Enterprise AI platform providing powerful embedding, generation, and reranking models designed for search, classification, and RAG applications.

Voyage AI

Domain Embeddings

Embedding model provider specializing in domain-specific embeddings for code, legal, finance, and multilingual content with best-in-class retrieval quality.

Jina AI

Multimodal Embeddings

Multimodal AI company providing embedding models, rerankers, and search infrastructure for building neural search applications.

Nomic AI

Open Source Embeddings

Open-source AI company providing embedding models, data visualization tools, and Atlas for exploring and understanding large datasets.

OpenCLIP

Vision-Language Embeddings

Open-source implementation of CLIP by LAION, providing multimodal vision-language embeddings for image and text understanding.

Mixedbread AI

Text Embeddings

Embedding model provider offering state-of-the-art text embedding models optimized for retrieval, with support for binary and scalar quantization.

BAAI BGE

Open Source Embeddings

Open-source embedding model family by the Beijing Academy of AI, consistently ranking among the top retrieval models on the MTEB benchmark.

Sentence Transformers

Embedding Framework

Python framework for computing dense vector representations of sentences and paragraphs using transformer models, widely used for semantic similarity.

Instructor

Open Source Embeddings

Instruction-finetuned text embedding model that generates task-specific embeddings by following natural language instructions for diverse retrieval tasks.

E5

Open Source Embeddings

Text embedding model family by Microsoft Research using weakly-supervised contrastive pre-training, achieving strong zero-shot retrieval performance.