Embeddings and Rerankers Drive RAG Retrieval and Response Quality

  • Image

    Unstructured data

    Image
  • Image

    Embedding model

    Image
  • Image

    Vector DB

    Image
  • Image

    Reranker

    Image
  • Image

    Relevant files

    Image
  • Image

    LLM

    Image
  • Image

    Factual responses with lower costs

A Spectrum of Models for Your Target Use Cases

  • Image

    General-purpose models

    Ready for any purpose and language out-of-the-box.

  • Image

    Domain-specific models

    Highly optimized for industry-specific data, like finance, legal, and code.

  • Image

    Company-specific models

    Fine-tuned librarians for your company’s unique data and lingo.

Image

Powered by Cutting-Edge AI Research and Engineering

  • Image

    High accuracy

    Retrieving the most relevant contextual information

  • Image

    Low dimensionality

    3x-8x shorter vectors ⇒ cheaper vector search and storage

  • Image

    Low latency

    4x smaller model and faster inference with superior accuracy

  • Image

    Cost efficient

    2x cheaper inference with superior accuracy

  • Image

    Long-context

    Longest commercial context length available (32K tokens)

  • Image

    Modularity

    Plug-and-play with any vectorDB and LLM

Image

Deploy Anywhere

Trusted by Industry Leaders

ImageImageImageImageImageImageImageImageImageImageImageImageImageImageImageImageImageImage
ImageImageImageImageImageImageImageImageImageImageImageImageImageImageImageImageImageImage
ImageImageImageImageImageImageImageImageImageImageImageImageImageImageImageImageImageImage
ImageImageImageImageImageImageImageImageImageImageImageImageImageImageImageImageImageImage