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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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Toc

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

Use case definition

In this example use case, we will work on a 10-K form summarization use case. The 10-K form aims to provide transparency into the company’s financial health, operations, and risk factors for investors and regulators. The details can span hundreds of pages for large, complex companies.

Summarizing the extensive 10-K annual filings from public companies can unlock significant value for financial services firms. These lengthy documents, often spanning hundreds of pages, contain critical information about a company’s business operations, financial performance, risk factors, and strategies. However, manually analyzing these filings is an extremely time-consuming and inefficient process. By leveraging advanced AI capabilities to generate concise summaries of 10-Ks, financial institutions can accelerate their analysis while ensuring consistent extraction of the most pertinent details. These summaries provide investment professionals with quick access...

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