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What is voyage-4-large?

The Voyage 4 model family from Voyage AI signifies a pioneering stage in the development of text embedding models, engineered to produce exceptional semantic vectors via a unique shared embedding space that allows for the generation of compatible embeddings among the various models within the series, thus empowering developers to effortlessly integrate models for both document and query embedding, which significantly boosts accuracy while also considering latency and cost factors. This lineup includes the voyage-4-large, the premier model that utilizes a mixture-of-experts architecture to reach state-of-the-art retrieval accuracy while achieving nearly 40% lower serving costs than comparable dense models; voyage-4, which effectively balances quality with performance; voyage-4-lite, which provides high-quality embeddings with a minimized parameter count and lower computational requirements; and the open-weight voyage-4-nano, ideal for local development and prototyping, distributed under an Apache 2.0 license. The seamless interoperability among these four models, all operating within the same shared embedding space, allows for interchangeable embeddings that foster innovative asymmetric retrieval techniques, which can greatly elevate performance across a wide range of applications. This integrated approach equips developers with a dynamic toolkit that can be customized to address various project demands, establishing the Voyage 4 family as an attractive option in the continuously evolving field of AI-driven technologies. Furthermore, the diverse capabilities and flexibility of these models enable organizations to experiment and adapt their embedding strategies to optimize specific use cases effectively.

What is GovCIO Voyager?

GovCIO’s Voyager product suite delivers a thorough situational awareness solution alongside seamless integration for federal agencies, law enforcement across various levels, and commercial businesses. Central to this suite is Voyager Query, which allows law enforcement officers to quickly retrieve crucial criminal justice data using a nationwide cloud infrastructure that adheres to Criminal Justice Information Services (CJIS) standards, accessible via any wireless device. Additionally, Voyager Victim Notification modernizes the victim form process, enabling law enforcement to use smartphones or tablets instead of conventional paper methods. By arming your organization with the appropriate tools, you can significantly enhance situational awareness initiatives for your mobile workforce. Atlas presents a comprehensive 360° view of system operations displayed on an edge-to-edge map, which helps users make timely, informed decisions. Moreover, Command Tracker improves the capabilities of Motorola GPS-enabled radios, providing adaptable and user-friendly management solutions for personnel incidents and asset tracking. This cohesive strategy not only simplifies operations but also boosts overall effectiveness and agility during critical moments, ultimately leading to better outcomes for all stakeholders involved.

Media

Media

Integrations Supported

Cohere Embed
Gemini
Hugging Face
MongoDB Atlas
OpenAI
Voyage AI

Integrations Supported

Cohere Embed
Gemini
Hugging Face
MongoDB Atlas
OpenAI
Voyage AI

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Voyage AI

Date Founded

2023

Company Location

United States

Company Website

blog.voyageai.com/2026/01/15/voyage-4/

Company Facts

Organization Name

GovCIO

Date Founded

2010

Company Location

United States

Company Website

govcio.com/voyager/

Categories and Features

Categories and Features

Law Enforcement

Case Management
Certification Management
Court Management
Court Management Integration
Crime Scene Management
Criminal Database
Dispatching
Evidence Management
Field Reporting
Incident Mapping
Internal Affairs Administration
Investigation Management
Scheduling

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