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About

Cohere's Embed is a leading multimodal embedding platform designed to transform text, images, or a combination of both into high-quality vector representations. These embeddings are optimized for semantic search, retrieval-augmented generation, classification, clustering, and agentic AI applications.​ The latest model, embed-v4.0, supports mixed-modality inputs, allowing users to combine text and images into a single embedding. It offers Matryoshka embeddings with configurable dimensions of 256, 512, 1024, or 1536, enabling flexibility in balancing performance and resource usage. With a context length of up to 128,000 tokens, embed-v4.0 is well-suited for processing large documents and complex data structures. It also supports compressed embedding types, including float, int8, uint8, binary, and ubinary, facilitating efficient storage and faster retrieval in vector databases. Multilingual support spans over 100 languages, making it a versatile tool for global applications.

About

Empower businesses and developers to create cutting-edge neural search, generative AI, and multimodal services using state-of-the-art LMOps, MLOps and cloud-native technologies. Multimodal data is everywhere: from simple tweets to photos on Instagram, short videos on TikTok, audio snippets, Zoom meeting records, PDFs with figures, 3D meshes in games. It is rich and powerful, but that power often hides behind different modalities and incompatible data formats. To enable high-level AI applications, one needs to solve search and create first. Neural Search uses AI to find what you need. A description of a sunrise can match a picture, or a photo of a rose can match a song. Generative AI/Creative AI uses AI to make what you need. It can create an image from a description, or write poems from a picture.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

AI teams seeking a solution for generating high-quality, multimodal embeddings that enhance search accuracy and contextual understanding

Audience

Businesses in need of an open-source software for building multimodal applications on the cloud

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

$0.47 per image
Free Version
Free Trial

Pricing

No information available.
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 3.0 / 5
ease 3.0 / 5
features 3.0 / 5
design 3.0 / 5
support 3.0 / 5

Pros & Cons from Real Users

Pros

  • Jina AI offers a modular, cloud-native framework with excellent support for multimodal and multilingual embeddings. It enables developers to quickly build robust search applications and integrates seamlessly with modern workflows.
  • There was absolutely nothing redeeming in my dealings with this organization - this was, without question, the most inept team and the least ethical business I have ever encountered.

Cons

  • Enterprise documentation can be limited, and customer support could be more responsive.
  • No support team 0 empathy 0 understanding Narcissistic team

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Cohere
Founded: 2019
Canada
cohere.com/embed

Company Information

Jina AI
Founded: 2020
Germany
jina.ai/

Alternatives

Codestral Embed

Codestral Embed

Mistral AI

Alternatives

Cohere

Cohere

Cohere AI

Categories

Categories

Integrations

AgentKey
Azure Marketplace
Cohere
Jina Search
LiteLLM
Pinecone Rerank v0
Sim Studio
Workers by Delos
voyage-4-large

Integrations

AgentKey
Azure Marketplace
Cohere
Jina Search
LiteLLM
Pinecone Rerank v0
Sim Studio
Workers by Delos
voyage-4-large
Claim Cohere Embed and update features and information
Claim Cohere Embed and update features and information
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Claim Jina AI and update features and information