Production-Ready Tool Calling: Building LLM Systems That Query Databases and Analytics Engines

By Owen Martin

In an era where AI and large language models (LLMs) are transforming data-driven decision-making, Production-Ready Tool Calling provides a definitive guide for building robust systems that bridge the intelligence of LLMs with the structured power of databases and analytics engines. This book demystifies the complexities of tool calling, offering practical strategies to design, implement, and maintain LLM systems that query, analyze, and interact with structured data at scale. With clarity and precision, Owen Martin equips readers with the knowledge to turn experimental AI models into reliable, production-ready infrastructure.

What Makes This Book Different?

Unlike typical AI or database manuals, this book focuses on the critical intersection between LLMs and operational data systems. It goes beyond theory, blending cutting-edge research with hands-on, actionable insights for engineers, architects, and developers. The book emphasizes scalable architectures, efficient querying, and robust error handling-ensuring your AI solutions are not just functional, but resilient and production-ready.

Inside the Book

Readers will discover:

The fundamentals of tool calling and LLM integration with databases and analytics engines.Design patterns for connecting AI models to structured data safely and efficiently.Best practices for building scalable, high-performance systems with real-world examples.Techniques for debugging, monitoring, and maintaining LLM-driven data workflows.Insights on emerging trends and tools shaping the future of AI-driven data systems.

Who Is This Book For?

This book is ideal for AI engineers, data scientists, software architects, and technical leaders aiming to operationalize AI in enterprise environments. It also serves as a practical guide for developers seeking to expand their expertise in LLM applications and database integration, bridging the gap between AI experimentation and production-level deployment.

Powerful CTA

Transform your understanding of AI-driven systems and take the guesswork out of tool calling. Production-Ready Tool Calling gives you the frameworks, strategies, and insights to build intelligent, scalable systems today. Unlock the potential of LLMs with the clarity, confidence, and reliability that modern data-driven enterprises demand-start building production-ready AI solutions now.

• Format: Paperback
• Language: English
• ISBN: B0GM7B34L4
• ISBN13: 9798247271246
• Release Date: February 2026
• Publisher: Independently Published
• Length: 230 Pages
• Weight: 0.72 lbs.
• Dimensions: 0.5" x 6.1" x 9.2"