NEW! Download Gartner® Report: How to Improve and Optimize Retrieval Augmented Generation Systems. Get Started.
NEW! Download Gartner® Report: How to Improve and Optimize Retrieval Augmented Generation Systems. Get Started.
NEW! Download Gartner® Report: How to Improve and Optimize Retrieval Augmented Generation Systems. Get Started.
How to Improve and Optimize Retrieval Augmented Generation Systems
How to Improve and Optimize Retrieval Augmented Generation Systems
How to Improve and Optimize Retrieval Augmented Generation Systems
According to Gartner® "Creating highly accurate retrieval-augmented generation systems on business use cases is a challenge due to the many factors that contribute to overall performance."
According to Gartner® "Creating highly accurate retrieval-augmented generation systems on business use cases is a challenge due to the many factors that contribute to overall performance."
According to Gartner® "Creating highly accurate retrieval-augmented generation systems on business use cases is a challenge due to the many factors that contribute to overall performance."
The gap between basic RAG implementation and enterprise-grade performance is wider than most organizations realize. According to a latest report by Gartner, while many enterprises successfully deploy basic RAG systems, achieving reliable, high-accuracy results requires mastering multiple customizable components.
The gap between basic RAG implementation and enterprise-grade performance is wider than most organizations realize. According to a latest report by Gartner, while many enterprises successfully deploy basic RAG systems, achieving reliable, high-accuracy results requires mastering multiple customizable components.
Inside the report, you'll discover:
Inside the report, you'll discover:
How to build comprehensive data preparation pipelines that optimize your knowledge organization.
Advanced hybrid retrieval approaches combining vector, lexical, and graph-based search methods.
Generation optimization techniques for high-quality, accurate responses.
Implementation strategies that reduce operational costs and improve performance
Get Complimentary Access to the Research
Get Complimentary Access to the Research
Get Complimentary Access to the Research
Key Areas for Optimization
Key Areas for Optimization
1. Data Preparation Pipeline
1. Data Preparation Pipeline
The foundation of any effective RAG system lies in its data preparation. Organizations need comprehensive pipelines implementing various chunking and embedding techniques.
The foundation of any effective RAG system lies in its data preparation. Organizations need comprehensive pipelines implementing various chunking and embedding techniques.
2. Hybrid Retrieval Approach
2. Hybrid Retrieval Approach
Moving beyond simple vector-based retrieval, successful systems implement hybrid approaches combining lexical(keyword), vector, and graph-based search methods.
Moving beyond simple vector-based retrieval, successful systems implement hybrid approaches combining lexical(keyword), vector, and graph-based search methods.
3. Advanced Generation Techniques
3. Advanced Generation Techniques
Effective summarization and prompt engineering are crucial for generating high-quality responses that are both accurate and relevant.
Effective summarization and prompt engineering are crucial for generating high-quality responses that are both accurate and relevant.
4. Query Transformation Intelligence
4. Query Transformation Intelligence
Modern RAG systems require sophisticated query understanding capabilities, expanding context and breaking down complex queries.
Modern RAG systems require sophisticated query understanding capabilities, expanding context and breaking down complex queries.
5. Implementation Economics
5. Implementation Economics
The way you implement RAG directly impacts your bottom line, affecting API calls, resource usage, and response times.
The way you implement RAG directly impacts your bottom line, affecting API calls, resource usage, and response times.
Gartner, "How to Improve and Optimize Retrieval-Augmented Generation Systems," September 2024.
Gartner, "How to Improve and Optimize Retrieval-Augmented Generation Systems," September 2024.
This graphic was published by Gartner, Inc. as part of a larger research document and should be evaluated in the context of the entire document. The Gartner document is available upon request from SearchBlox
This graphic was published by Gartner, Inc. as part of a larger research document and should be evaluated in the context of the entire document. The Gartner document is available upon request from SearchBlox
GARTNER is a registered trademark and service mark of Gartner, Inc. and/or its affiliates in the U.S. and internationally and is used herein with permission. All rights reserved.
GARTNER is a registered trademark and service mark of Gartner, Inc. and/or its affiliates in the U.S. and internationally and is used herein with permission. All rights reserved.
Gartner does not endorse any vendor, product or service depicted in its research publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner's research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose.
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We build AI-driven software to help organizations leverage their unstructured and structured data for operational success.
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Still learning about AI? See our comprehensive Enterprise Search RAG 101 and ChatBot 101 guides.
©2024 SearchBlox Software, Inc. All rights reserved.
Enhance your users’ digital experience.
We build AI-driven software to help organizations leverage their unstructured and structured data for operational success.
4870 Sadler Road, Suite 300, Glen Allen, VA 23060 sales@searchblox.com | (866) 933-3626
Still learning about AI? See our comprehensive Enterprise Search RAG 101 and ChatBot 101 guides.
©2024 SearchBlox Software, Inc. All rights reserved.
Enhance your users’ digital experience.
We build AI-driven software to help organizations leverage their unstructured and structured data for operational success.
4870 Sadler Road, Suite 300, Glen Allen, VA 23060 sales@searchblox.com | (866) 933-3626
Still learning about AI? See our comprehensive Enterprise Search RAG 101 and ChatBot 101 guides.
©2024 SearchBlox Software, Inc. All rights reserved.
