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features
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support

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Description

Gemini Embedding models, which include the advanced Gemini Embedding 2, are integral to Google's Gemini AI framework and are specifically created to translate text, phrases, sentences, and code into numerical vector forms that encapsulate their semantic significance. In contrast to generative models that create new content, these embedding models convert input into dense vectors that mathematically represent meaning, facilitating the comparison and analysis of information based on conceptual relationships instead of precise wording. This functionality allows for various applications, including semantic search, recommendation systems, document retrieval, clustering, classification, and retrieval-augmented generation processes. Additionally, the model accommodates input in over 100 languages and can handle requests of up to 2048 tokens, enabling it to effectively embed longer texts or code while preserving a deep contextual understanding. Ultimately, the versatility and capability of the Gemini Embedding models play a crucial role in enhancing the efficacy of AI-driven tasks across diverse fields.

Description

Voyage AI is an advanced AI platform focused on improving search and retrieval performance for unstructured data. It delivers high-accuracy embedding models and rerankers that significantly enhance RAG pipelines. The platform supports multiple model types, including general-purpose, industry-specific, and fully customized company models. These models are engineered to retrieve the most relevant information while keeping inference and storage costs low. Voyage AI achieves this through low-dimensional vectors that reduce vector database overhead. Its models also offer fast inference speeds without sacrificing accuracy. Long-context capabilities allow applications to process large documents more effectively. Voyage AI is designed to plug seamlessly into existing AI stacks, working with any vector database or LLM. Flexible deployment options include API access, major cloud providers, and custom deployments. As a result, Voyage AI helps teams build more reliable, scalable, and cost-efficient AI systems.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

Gemini Yes 
Gemini Enterprise Yes 
Gemini Enterprise Agent Platform Yes 
Google AI Studio Yes 
LiteLLM No 
Mimasa AI Yes 
Pinecone Rerank v0 No 
Python Yes 
Snowflake No 
Snowflake Cortex AI No 
Weaviate No 
voyage-3-large No 
voyage-4-large No 

Integrations

Gemini No 
Gemini Enterprise No 
Gemini Enterprise Agent Platform No 
Google AI Studio No 
LiteLLM Yes 
Mimasa AI No 
Pinecone Rerank v0 Yes 
Python No 
Snowflake Yes 
Snowflake Cortex AI Yes 
Weaviate Yes 
voyage-3-large Yes 
voyage-4-large Yes 

Pricing Details

Free
Free Trial No 
Free Version Yes 

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 Yes 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

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

Customer Support

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

Types of Training

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

Types of Training

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

Vendor Details

Company Name

Google

Founded

1998

Country

United States

Website

blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-embedding-2/

Vendor Details

Company Name

MongoDB

Founded

2007

Country

United States

Website

www.voyageai.com

Product Features

Alternatives

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