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Not Just Another Model

The Art of AI Product Development in Enterprise Settings

Medium: Buch
ISBN: 978-1-041-25436-2
Verlag: Taylor & Francis Ltd
Erscheinungstermin: 30.09.2026
vorbestellbar, Erscheinungstermin ca. September 2026

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.


Produkteigenschaften


  • Artikelnummer: 9781041254362
  • Medium: Buch
  • ISBN: 978-1-041-25436-2
  • Verlag: Taylor & Francis Ltd
  • Erscheinungstermin: 30.09.2026
  • Sprache(n): Englisch
  • Auflage: 1. Auflage 2026
  • Produktform: Kartoniert
  • Seiten: 409
  • Format (B x H): 156 x 234 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

I. Frame the Work and Make Value Tangible.1. Classify the Ask with the Foundation Quartet 2. The Business Case that Survives Politics 3. The Power of Tangibility 4. Structuring for Success II. Governance Before Build 5. Building Trust Through Principled AI 6. Cultivating AI and Data Literacy III. Engineering the Foundation 7. Data is the Real Foundation 8. The Model is Only a Small Part: Building the Whole Product System 9. Choosing the Right Technical Stack: A Pragmatic Approach 10. Model Choice - Balancing Technical Sophistication with Organizational Reality 11. From Prototype to Production - Overcoming the "PoC Trap" 12. Deployment and MLOps Essentials: Getting Your Product Live 13. Monitoring, Maintenance, and Measuring Success 14. Epilogue Appendix. Advanced AI Platform Architecture