Not Just Another Model : The Art of AI Product Development in Enterprise Settings

Not Just Another Model: The Art of AI Product Development in Enterprise Settings is for those who have discovered that corporate AI is less about mathematical brilliance and more about organisational archaeology: excavating real problems buried beneath layers of political sediment, building bridges between technical possibility and business reality, and accepting that sometimes the most valuable skill is knowing when not to build an AI solution at all. Creating a successful AI product depends not only on technical competence but far more on business acumen, political savvy, and the judgment to know when AI is the answer and when it is not. That judgment cannot be reduced to a flowchart or automated into a decision tool. It emerges from experience, from understanding both what is technically possible and what is organisationally achievable, from learning to navigate the space between these boundaries. Building that judgment is what this book is actually about. Its frameworks, thresholds, and assessment tools provide structure for decisions that ultimately require human wisdom. Its case studies illustrate patterns familiar across businesses, hard-won lessons written to save organisations from all-too-common failures. It maps two realities: what AI can genuinely achieve and what corporate environments can genuinely absorb, and it develops the judgment that transforms practitioners who create impressive demonstrations into practitioners who deliver lasting impact. That transformation is neither quick nor easy. But it is possible, and it is valuable, and it is what separates the projects that quietly succeed from the projects that quietly disappear.