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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 FREE CHAPTER 2. Identifying Generative AI Use Cases 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

Summary

This chapter explored the intricacies of evaluating potential use cases for GenAI, equipping you with the tools to discern optimal applications for this transformative technology. By examining different viewpoints and criteria, we’ve established a framework to determine whether a given use case aligns with GenAI’s strengths and limitations.

The key takeaways are as follows:

  • At the heart of every successful GenAI implementation lies clear and demonstrable business value. Ask yourself how GenAI will directly enhance your current operations, unlock new revenue streams, or improve customer experience. Without a tangible benefit, the technology itself holds little merit.
  • We identified two broad categories of use cases where GenAI shines: comprehension and generation. Comprehension focuses on analyzing and extracting meaning from data, while generation leverages that understanding to produce entirely new content. Consider which category your use...
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