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Cohere + Weaviate

New Documentation

The model provider integration pages are new and still undergoing improvements. We appreciate any feedback on this forum thread.

Cohere offers a wide range of models for natural language processing and generation. Weaviate seamlessly integrates with Cohere's APIs, allowing users to leverage Cohere's models directly within the Weaviate database.

These integrations empower developers to build sophisticated AI-driven applications with ease.

Integrations with Cohere​

Embedding integration illustration

Cohere's embedding models transform text data into high-dimensional vector representations, capturing semantic meaning and context.

Weaviate integrates with Cohere's embedding models to enable seamless vectorization of data. This integration allows users to perform semantic and hybrid search operations without the need for additional preprocessing or data transformation steps.

Cohere embedding integration page

Generative AI models for RAG​

Single prompt RAG integration generates individual outputs per search result

Cohere's generative AI models can generate human-like text based on given prompts and contexts.

Weaviate's generative AI integration enables users to perform retrieval augmented generation (RAG) directly within the Weaviate database. This combines Weaviate's efficient storage and fast retrieval capabilities with Cohere's generative AI models to generate personalized and context-aware responses.

Cohere generative AI integration page

Reranker models​

Reranker integration illustration

Cohere's reranker models are designed to improve the relevance and ranking of search results.

The Weaviate reranker integration allows users to easily refine their search results by leveraging Cohere's reranker models.

Cohere reranker integration page

Summary​

These integrations enable developers to leverage Cohere's powerful models directly within Weaviate.

In turn, they simplify the process of building AI-driven applications to speed up your development process, so that you can focus on creating innovative solutions.

Get started​

You must provide a valid Cohere API key to Weaviate for these integrations. Go to Cohere to sign up and obtain an API key.

Then, go to the relevant integration page to learn how to configure Weaviate with the Cohere models and start using them in your applications.

If you have any questions or feedback, let us know in the user forum.