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What is Voyage AI?
Voyage AI offers innovative embedding and reranking models that significantly enhance intelligent retrieval processes for businesses, pushing the boundaries of retrieval-augmented generation and reliable LLM applications. Our solutions are available across major cloud services and data platforms, providing flexibility with options for SaaS and deployment in customer-specific virtual private clouds. Tailored to improve how organizations gather and utilize information, our products ensure retrieval is faster, more accurate, and scalable to meet growing demands. Our team is composed of leading academics from prestigious institutions such as Stanford, MIT, and UC Berkeley, along with seasoned professionals from top companies like Google, Meta, and Uber, allowing us to develop groundbreaking AI solutions that cater to enterprise needs. We are committed to spearheading advancements in AI technology and delivering impactful tools that drive business success. For inquiries about custom or on-premise implementations and model licensing, we encourage you to get in touch with us directly. Starting with our services is simple, thanks to our flexible consumption-based pricing model that allows clients to pay according to their usage. This approach guarantees that businesses can effectively tailor our solutions to fit their specific requirements while ensuring high levels of client satisfaction. Additionally, we strive to maintain an open line of communication to help our clients navigate the integration process seamlessly.
What is MonoQwen-Vision?
MonoQwen2-VL-v0.1 is the first visual document reranker designed to enhance the quality of visual documents retrieved in Retrieval-Augmented Generation (RAG) systems. Traditional RAG techniques often involve converting documents into text using Optical Character Recognition (OCR), a process that can be time-consuming and frequently results in the loss of essential information, especially regarding non-text elements like charts and tables. To address these issues, MonoQwen2-VL-v0.1 leverages Visual Language Models (VLMs) that can directly analyze images, thus eliminating the need for OCR and preserving the integrity of visual content. The reranking procedure occurs in two phases: it initially uses separate encoding to generate a set of candidate documents, followed by a cross-encoding model that reorganizes these candidates based on their relevance to the specified query. By applying Low-Rank Adaptation (LoRA) on top of the Qwen2-VL-2B-Instruct model, MonoQwen2-VL-v0.1 not only delivers outstanding performance but also minimizes memory consumption. This groundbreaking method represents a major breakthrough in the management of visual data within RAG systems, leading to more efficient strategies for information retrieval. With the growing demand for effective visual information processing, MonoQwen2-VL-v0.1 sets a new standard for future developments in this field.
Integrations Supported
LiteLLM
Pinecone Rerank v0
Snowflake
Snowflake Cortex AI
voyage-3-large
Integrations Supported
LiteLLM
Pinecone Rerank v0
Snowflake
Snowflake Cortex AI
voyage-3-large
API Availability
Has API
API Availability
Has API
Pricing Information
Pricing not provided.
Free Trial Offered?
Free Version
Pricing Information
Pricing not provided.
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
www.voyageai.com
Company Facts
Organization Name
LightOn
Date Founded
2016
Company Location
France
Company Website
www.lighton.ai/lighton-blogs/monoqwen-vision
