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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

Potential business-focused use cases

When exploring opportunities to apply GenAI, continuously evaluate any potential business value first rather than just the technical art of the possible. To spark ideas, the following list summarizes promising use cases organized by key value drivers. Consider cases where replicating human-quality comprehension or creation at a machine scale has a positive impact on workflows.

Cost and efficiency gains:

  • Automate high-volume/repetitive tasks. Here, your business key performance indicator (KPI) can be an automation rate, measured as a percentage of automated tasks.
  • Accelerate content development, enabling hybrid human/AI collaboration. Here, your business KPI can be an increase in the number of hours saved compared to the current amount of time taken to create content.
  • Content evaluation to reduce errors and rework. Here, your business KPI can be the delta in the number of tickets filed to update incorrect content.
  • ...
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