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---
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.
Additionally, [any open-source embeddings from HuggingFace](https://huggingface.co/spaces/mteb/leaderboard) can be used with Qdrant.
## The following providers have been tested and verified:
| Embeddings Providers | Description |
| ----------------------------- | ----------- |
| [Aleph Alpha](./aleph-alpha/) | Multilingual embeddings focused on European languages. |
| [Bedrock](./bedrock/) | AWS managed service for foundation models and embeddings. |
| [Clarifai](./clarifai/) | Embeddings for image and video recognition. |
| [Clip](./clip/) | Aligns images and text, created by OpenAI. |
| [Cohere](./cohere/) | Language model embeddings for NLP tasks. |
| [Databricks](./databricks/) | Scalable embeddings integrated with Apache Spark. |
| [Gemini](./gemini/) | Google’s multimodal embeddings for text and vision. |
| [GPT4All](./gpt4all/) | Open-source, local embeddings for privacy-focused use. |
| [Instruct](./instruct/) | Embeddings tuned for following instructions. |
| [Jina AI](./jina-embeddings/) | Customizable embeddings for neural search. |
| [John Snow Labs](./johnsnow/) | Medical and clinical embeddings. |
| [Mistral](./mistral/) | Open-source, efficient language model embeddings. |
| [MixedBread](./mixedbread/) | Lightweight embeddings for constrained environments. |
| [Nomic](./nomic/) | Embeddings for data visualization. |
| [Nvidia](./nvidia/) | GPU-optimized embeddings from Nvidia. |
| [OCI](./oci/) | Oracle Cloud’s AI service with embeddings. |
| [Ollama](./ollama/) | Embeddings for conversational AI. |
| [OpenAI](./openai/) | Industry-leading embeddings for NLP. |
| [OpenCLIP](./openclip/) | OS implementation of CLIP for image and text. |
| [Prem AI](./premai/) | Precise language embeddings. |
| [Snowflake](./snowflake/) | Scalable embeddings for big data. |
| [Together AI](./togetherai/) | Community-driven, open-source embeddings. |
| [Upstage](./upstage/) | Embeddings for speech and language tasks. |
| [Voyage AI](./voyage/) | Navigation and spatial understanding embeddings. |
| [Watsonx](./watsonx/) | IBM's enterprise-grade embeddings. |