---
title: Embeddings
weight: 15
---
# Supported Embedding Providers & Models

Qdrant supports all available text and multimodal dense vector embedding models as well as vector embedding services without any limitations. 

## The following have been tested and verified:

SentenceTransformers, BERT, SBERT, Clip, OpenClip, Open AI, Vertex AI, Azure AI, AWS Bedrock, Jina AI, Upstage AI, Mistral AI, Cohere AI, Voyage AI, Aleph Alpha, Baidu Qianfan, BGE, Instruct, Watsonx Embeddings, Snowflake Embeddings, NVIDIA NeMo, Nomic, OCI Embeddings, Ollama Embeddings, MixedBread, Together AI, Clarifai, Databricks Embeddings, GPT4All Embeddings, John Snow Labs Embeddings.

Additionally, [any open-source embeddings from HuggingFace](https://huggingface.co/spaces/mteb/leaderboard) can be used with Qdrant. 

## Integration code samples:

| Embeddings Providers          |
| ----------------------------- |
| [Aleph Alpha](./aleph-alpha/) |
| [Bedrock](./bedrock/)         |
| [Cohere](./cohere/)           |
| [Gemini](./gemini/)           |
| [Jina](./jina-emebddngs/)     |
| [Mistral](./mistral/)         |
| [Nomic](./nomic/)             |
| [Nvidia](./nvidia/)           |
| [OpenAI](./openai/)           |
| [Prem AI](./premai/)          |
| [Snowflake](./snowflake/)     |
| [Upstage](./upstage/)        |
| [Voyage AI](./voyage/)        |