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Generative AI Application Integration Patterns

You're reading from   Generative AI Application Integration Patterns Integrate large language models into your applications

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Product type Paperback
Published in Sep 2024
Publisher Packt
ISBN-13 9781835887608
Length 218 pages
Edition 1st Edition
Languages
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Authors (2):
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Luis Lopez Soria Luis Lopez Soria
Author Profile Icon Luis Lopez Soria
Luis Lopez Soria
Juan Pablo Bustos Juan Pablo Bustos
Author Profile Icon Juan Pablo Bustos
Juan Pablo Bustos
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Table of Contents (13) Chapters Close

Preface 1. Introduction to Generative AI Patterns 2. Identifying Generative AI Use Cases FREE CHAPTER 3. Designing Patterns for Interacting with Generative AI 4. Generative AI Batch and Real-Time Integration Patterns 5. Integration Pattern: Batch Metadata Extraction 6. Integration Pattern: Batch Summarization 7. Integration Pattern: Real-Time Intent Classification 8. Integration Pattern: Real-Time Retrieval Augmented Generation 9. Operationalizing Generative AI Integration Patterns 10. Embedding Responsible AI into Your GenAI Applications 11. Other Books You May Enjoy
12. Index

Integration Pattern: Batch Summarization

In this chapter, we will explore the application of Generative AI (GenAI) to summarize documents, an invaluable capability across industries. However, before delving into a specific use case, it’s essential to recognize that search intelligence powered by GenAI supports multiple use cases beyond document summarization. These include test case generation, document search supporting text, audio, and video-based data, as well as various analysis business use cases. Our focus, however, will be on a compelling use case within the financial services sector, where document summarization can streamline processes and enhance regulatory compliance efforts.

To illustrate this use case, let’s consider a scenario where a financial services company is faced with the daunting task of reviewing a high volume of client applications. These applications often span multiple pages and encompass a wide range of information, including personal details...

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