In Business with AI What Leaders Must Understand Before Deploying Artificial Intelligence at Scale

List of Figures. List of Info Boxes. Journey Through the Book. Prologue: Why This is not a Technical Book. Chapter 1: What AI is (and What it is not). Chapter 2: A Brief History of AI – and why Expectations Matter. Chapter 3: How Machines Learn. Chapter 4: Key Machine Learning Paradigms. Chapter 5: Representational Foundation of Modern AI. Chapter 6: Generative AI and Large Language Models. Chapter 7: Neural Networks and Deep Learning. Chapter 8: Data as the Real Bottleneck. Chapter 9: Preparing Businesses for AI Integration. In Conclusion: AI as Normal but Complex Managerial Technology. Acronyms and Abbreviations. AI Glossary. About the Author. Acknowledgements

Biography

Wolfgang Messner is a Clinical Professor at the Darla Moore School of Business, University of South Carolina. His work focuses on how artificial intelligence methods can be used and governed for business applications.

“An enjoyable and insightful read. The book offers a valuable perspective on current AI research and applications, combining philosophical depth, theoretical insight, and practical relevance for both academics and practitioners.”
Kecheng Liu, Professor of Applied Informatics, Informatics Research Centre, University of Reading, UK

 

“A compelling, practice-oriented introduction to artificial intelligence in the corporate context. Clearly written for executives, the book stands out for its accessible language, concrete real-world examples, and strong emphasis on practical applicability. Even readers without prior AI knowledge will find the content easy to follow, gaining clear guidance on how to introduce, apply, and strategically position AI within their organizations. A must-read at a time when AI is rapidly reshaping business models, decision-making, and competitive dynamics across industries, this book provides timely and essential orientation for leaders who want to move beyond hype and act with confidence.”
Jochen Müller, President Human Resources, UPS International, Healthcare & Supply Chain Solutions, Germany

 

“The AI era is here, and this book ensures business leaders aren’t left behind. It gives clear, yet comprehensive, explanation of this technology along with its promise and pitfalls. It is a must read for anyone looking to make responsible, pragmatic business decisions without getting caught up on the AI hype or deep technical jargon.”
Nelson Pinochet, Principal, IBM OpenPages GRC, US

 

“This book combines clarity with real intellectual depth. It explains the core concepts of modern artificial intelligence in a precise and nuanced way without getting lost in technical detail. For leaders, this is particularly valuable: it builds a solid understanding of the opportunities, limitations, and implications of AI while keeping a clear focus on how these technologies can be deployed in organizations. A clear and well-structured introduction for decision-makers who want to understand AI strategically and use it responsibly in practice.”
Markus Franke, Senior Partner, BearingPoint Management & Technology Consultants, Germany

 

“In Business With AI fills the space between technical implementation and executive accountability. Messner makes a compelling case that AI failures are fundamentally governance failures, and gives leaders the conceptual vocabulary to own that responsibility rather than delegate it away. Rigorous without being technical, practical without being superficial, this is the book for any leader who needs to govern AI systems, not just sponsor them.”
Carlos Cueto, Senior Program Manager, Amazon, US

 

“Like the great actors who had to reinvent themselves when cinema moved from silence to sound, organizations today must rediscover their voice in the age of Artificial Intelligence. This book is a timely, practical guide for future-focused leaders, a clear-eyed handbook to decode AI transformation, lay the right foundations, and architect the next wave of growth. A powerful ready reckoner for those who choose to lead reinvention rather than be disrupted by it.”
Lokesh Venkataswamy, CEO & Managing Director, Innomantra, India

 

“This book cuts through the noise and hype to give leaders a clear-eyed view of what AI really is. With a simple, yet thorough, tour of core concepts, it delivers the essential foundation leaders need to make smart, confident decisions in an AI‑driven world.”
Andy Waters, Senior Director Software Engineering, IQVIA Laboratories, US

 

“In an AI-infused world, artificial intelligence is no longer a peripheral tool but an embedded capability. Yet many executives are being asked to lead without a clear understanding of how AI works or what it means for managerial practice. This book closes that gap with clarity and practicality, making AI understandable not as a vague abstraction but as an immediate leadership reality.”
Sandeep Krishnamurthy, Singelyn Family Dean, College of Business Administration, Cal Poly Pomona, US

 

“These days, many feel compelled to write about artificial intelligence. Much of it, however, remains superficial hype. All the more welcome, then, is Wolfgang Messner’s book, as he is a true expert in the field, combining years of practical experience with scientific excellence. The book is particularly valuable for understanding the possibilities and limitations of AI without having to delve into the intricacies of coding.”
Dirk Holtbrügge, Professor of International Management, FAU Erlangen-Nürnberg, Germany

 

“In Business With AI gets past the hype by treating artificial intelligence as a business and economic challenge rather than a technical mystery. It gives leaders a practical way to understand how these systems actually work and what that means for keeping things accountable. It’s a great read for anyone tasked with bringing AI into a company, where the real work isn’t just building the tech, but managing the fallout.”
Alessandro Papadopoulos, Professor of Electrical and Computer Engineering, Mälardalen University, Sweden

 

“In Business With AI is not a book about coding; it is a book about responsibility. While engineers build models, only leaders can provide the judgment to decide what those models are for, what risks are acceptable, and who is accountable when they fail. This book closes the ‘anxiety gap’ for executives by demystifying AI without drowning them in equations, focusing instead on the operational concepts that support sound decision-making.”
Adam Bujak, CEO & Co-founder, kyp.ai, Germany

 

“At a time when many organizations are deciding their next move with artificial intelligence, In Business With AI offers a clear and accessible explanation of AI for non-technical leaders. Thorough and well researched, it ties each topic directly to the strategic decisions, risks, and responsibilities leaders must confront when building their AI strategy.”
Alexandra Wheeler, Technology Consultant, Protiviti, US

“The big winners of the AI era will not be the organizations that chase every new tool. They will be the ones led by rational decision-makers with a clear business strategy. In Business with AI makes this point exceptionally well. By presenting AI as a tool to be applied strategically and governed thoughtfully, rather than a mysterious force to be feared or worshipped, the book offers leaders a practical and unsentimental framework for thinking clearly about adoption, value creation, and risk. This is an essential book for leaders who want to approach AI with realism.”
Ozgur Ince, Clinical Associate Professor of Finance, University of South Carolina, US

 

“In Business with AI is a clear and practical guide for business leaders navigating the rise of artificial intelligence. Wolfgang Messner combines strong technical depth with accessible explanations, offers a thoughtful framework for how technical and managerial teams should share ownership of AI initiatives, and provides practical guidance for leaders preparing their organizations for efficient AI adoption.”
Niklas Breuer, Manager AGI Information Product, Amazon, US

 

“Most books about AI either oversell the promise or dwell on the danger. In Business With AI does neither. Instead, it offers an insightful guide for those who need to make consequential decisions about AI without necessarily having a technical background. What sets this book apart is its firm position that AI adoption is fundamentally an organizational challenge, not a technological one. A valuable read for anyone in a leadership position who wants to move beyond the buzzwords and toward genuine understanding.”
Timo Mandler, Professor of Marketing, NEOMA Business School, France

 

“The book is structured like a reference book or a textbook for managers who have a lot of catching up to do on AI! It will be a great handbook or reference point to help them get started. It demystifies key concepts and makes them easy to understand.”
Vasanthika Srinath, Managing Partner & Founder, Arnava Legal, India

 

“In Business with AI is a fantastic resource that captures the nuances and challenges of using AI in a business setting without overwhelming the reader with technical details. This reference guide helps leaders understand the complexity and opportunities of AI from a managerial perspective, providing a digestible and timely overview of AI in practice. It helps leaders to make informed decisions on their path towards AI implementation without getting lost.”
Fabian Bartsch, Associate Professor of Marketing, MBS School of Business, France

 

“Why do so many companies still struggle to implement AI effectively? The issue is not a lack of interest. In my experience, leaders often understand AI’s potential but still do not have a clear path forward. This book helps close this gap. Its key message is exactly right: successful AI adoption starts with real business needs and pain points, not with the tools. I would be glad to recommend this book to some of my clients.”
David Winkler, Senior Consultant in Data & AI, Wavestone, US

 

“This book makes AI concepts and applications clear without oversimplifying or overcomplicating them. It walks you through how machines learn, why data matters more than many people assume, what generative models are actually doing behind the scenes, and many current AI-related topics in plain language. Wolfgang Messner does an amazing job in connecting the technical foundations to leadership decisions around strategy and risk. Readers will not only be informed but also feel more confident about AI-decision making. Overall, this book serves as a comprehensive resource for building strong foundations and creating a clear AI deployment path for business leaders.”
Ayse Ozturk, Clinical Associate Professor of Marketing, University of South Carolina, US