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Average Ratings 1 Rating
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
The Exa API provides access to premier online content through an embeddings-focused search methodology.
By comprehending the underlying meaning of queries, Exa delivers results that surpass traditional search engines.
Employing an innovative link prediction transformer, Exa effectively forecasts connections that correspond with a user's specified intent.
For search requests necessitating deeper semantic comprehension, utilize our state-of-the-art web embeddings model tailored to our proprietary index, while for more straightforward inquiries, we offer a traditional keyword-based search alternative.
Eliminate the need to master web scraping or HTML parsing; instead, obtain the complete, clean text of any indexed page or receive intelligently curated highlights ranked by relevance to your query.
Users can personalize their search experience by selecting date ranges, specifying domain preferences, choosing a particular data vertical, or retrieving up to 10 million results, ensuring they find exactly what they need.
This flexibility allows for a more tailored approach to information retrieval, making it a powerful tool for diverse research needs.
API Access
Has API
Yes
API Access
Has API
No
Integrations
AccessOwl
No
AgentKey
No
Agnost AI
No
Anything
No
BrainyAI
No
Composio
No
Disco.dev
No
Gemma 3
Yes
Gemma 4
Yes
Incredible
No
Integrations
AccessOwl
Yes
AgentKey
Yes
Agnost AI
Yes
Anything
Yes
BrainyAI
Yes
Composio
Yes
Disco.dev
Yes
Gemma 3
No
Gemma 4
No
Incredible
Yes
Pricing Details
No price information available.
Free Trial
No
Free Version
No
Pricing Details
$100 per month
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
Founded
1998
Country
United States
Website
ai.google.dev/gemma/docs/embeddinggemma
Vendor Details
Company Name
Exa.ai
Country
United States
Website
exa.ai/