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Description

EmbeddingGemma is a versatile multilingual text embedding model with 308 million parameters, designed to be lightweight yet effective, allowing it to operate seamlessly on common devices like smartphones, laptops, and tablets. This model, based on the Gemma 3 architecture, is capable of supporting more than 100 languages and can handle up to 2,000 input tokens, utilizing Matryoshka Representation Learning (MRL) for customizable embedding sizes of 768, 512, 256, or 128 dimensions, which balances speed, storage, and accuracy. With its GPU and EdgeTPU-accelerated capabilities, it can generate embeddings in a matter of milliseconds—taking under 15 ms for 256 tokens on EdgeTPU—while its quantization-aware training ensures that memory usage remains below 200 MB without sacrificing quality. Such characteristics make it especially suitable for immediate, on-device applications, including semantic search, retrieval-augmented generation (RAG), classification, clustering, and similarity detection. Whether used for personal file searches, mobile chatbot functionality, or specialized applications, its design prioritizes user privacy and efficiency. Consequently, EmbeddingGemma stands out as an optimal solution for a variety of real-time text processing needs.

Description

Enable enterprises and developers to harness advanced neural search, generative AI, and multimodal services by leveraging cutting-edge LMOps, MLOps, and cloud-native technologies. The presence of multimodal data is ubiquitous, ranging from straightforward tweets and Instagram photos to short TikTok videos, audio clips, Zoom recordings, PDFs containing diagrams, and 3D models in gaming. While this data is inherently valuable, its potential is often obscured by various modalities and incompatible formats. To facilitate the development of sophisticated AI applications, it is essential to first address the challenges of search and creation. Neural Search employs artificial intelligence to pinpoint the information you seek, enabling a description of a sunrise to correspond with an image or linking a photograph of a rose to a melody. On the other hand, Generative AI, also known as Creative AI, utilizes AI to produce content that meets user needs, capable of generating images based on descriptions or composing poetry inspired by visuals. The interplay of these technologies is transforming the landscape of information retrieval and creative expression.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Mimasa AI Yes 
AgentKey No 
Azure Marketplace No 
Gemma 3 Yes 
Gemma 4 Yes 
Jina Search No 
LiteLLM No 
Pinecone Rerank v0 No 
Sim Studio No 
Weaviate No 
Workers by Delos No 

Integrations

Mimasa AI Yes 
AgentKey Yes 
Azure Marketplace Yes 
Gemma 3 No 
Gemma 4 No 
Jina Search Yes 
LiteLLM Yes 
Pinecone Rerank v0 Yes 
Sim Studio Yes 
Weaviate Yes 
Workers by Delos Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours Yes 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Google

Founded

1998

Country

United States

Website

ai.google.dev/gemma/docs/embeddinggemma

Vendor Details

Company Name

Jina AI

Founded

2020

Country

Germany

Website

jina.ai/

Product Features

Product Features

Artificial Intelligence

Chatbot No 
For Healthcare No 
For Sales No 
For eCommerce No 
Image Recognition No 
Machine Learning No 
Multi-Language No 
Natural Language Processing No 
Predictive Analytics No 
Process/Workflow Automation No 
Rules-Based Automation No 
Virtual Personal Assistant (VPA) No 

Machine Learning

Deep Learning No 
ML Algorithm Library No 
Model Training No 
Natural Language Processing (NLP) No 
Predictive Modeling No 
Statistical / Mathematical Tools No 
Templates No 
Visualization No 

Alternatives

Alternatives

Cohere Reviews

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