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About

Gemini Embedding models, including the newer Gemini Embedding 2, are part of Google’s Gemini AI ecosystem and are designed to convert text, phrases, sentences, and code into numerical vector representations that capture their semantic meaning. Unlike generative models that produce new content, the embedding model transforms input data into dense vectors that represent meaning in a mathematical format, allowing computers to compare and analyze information based on conceptual similarity rather than exact wording. These embeddings enable applications such as semantic search, recommendation systems, document retrieval, clustering, classification, and retrieval-augmented generation pipelines. The model can process input in more than 100 languages and supports up to 2048 tokens per request, allowing it to embed longer pieces of text or code while maintaining strong contextual understanding.

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 developers and data engineers who need a high-performance embedding model to convert text or code into semantic vectors for search, retrieval, and AI applications

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

Free
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:

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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

Google
Founded: 1998
United States
blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-embedding-2/

Company Information

Jina AI
Founded: 2020
Germany
jina.ai/

Alternatives

Alternatives

Cohere

Cohere

Cohere AI
txtai

txtai

NeuML

Categories

Categories

Integrations

AgentKey
Azure Marketplace
Gemini
Gemini Enterprise
Gemini Enterprise Agent Platform
Google AI Studio
Jina Search
LiteLLM
Pinecone Rerank v0
Python
Sim Studio
Workers by Delos

Integrations

AgentKey
Azure Marketplace
Gemini
Gemini Enterprise
Gemini Enterprise Agent Platform
Google AI Studio
Jina Search
LiteLLM
Pinecone Rerank v0
Python
Sim Studio
Workers by Delos
Claim Gemini Embedding 2 and update features and information
Claim Gemini Embedding 2 and update features and information
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