The New Taxonomy of Speed: Re-architecting Your Data for Performance and Automotive
For decades, the automotive aftermarket has been defined by a familiar rhythm: a massive, aging fleet of passenger cars and light trucks requiring a predictable set of replacement parts. Success in this world has been built on mastering the ACES and PIES standards and managing the complexities of Year-Make-Model-Engine (YMME)… Read More
Organization-Wide Adoption and Integration of Artificial Intelligence
This is Part 1 of a 5-part series where we will take a deeper look at the fundamentals of organization-wide AI platform deployment and adoption. With the rise in adoption of AI in various industry verticals as a natural evolutionary step to improve productivity and reduce inherent inefficiencies, there… Read More
Future-Proofing Your Global PIM Strategy: From Administrator to Architect
The future of product information management isn’t about choosing between one PIM or many—it’s about building intentional, adaptive architectures that thrive amid change. As AI transforms discovery, personalization scales to the individual, and compliance demands grow, organizations must evolve from administrators to architects. This final installment in our Global PIM Strategy series explores how to future-proof your PIM with orchestration, antifragility, and a bold, business-first mindset. Read More
Sometimes Having Multiple PIMs Makes Sense
For many, the idea of "PIM consolidation" may be reductive and idealistic. The complexity of global commerce often demands a more complicated system design, so moving from accidental architecture to intentional orchestration is often the strategic choice. Read More
The Art of PIM Consolidation
Multiple PIM systems within a single organization represent one of the most complex challenges in modern commerce technology. Whether through acquisitions, departmental silos, or regional implementations, companies often find themselves managing 3, 5, or even 10+ separate PIM instances. This fragmentation creates data inconsistencies, operational inefficiencies, and astronomical costs. This article provides a comprehensive guide to PIM consolidation, addressing the strategic, operational, and technical considerations that determine success or failure in these high-stakes transformations. Read More
Navigating the Global PIM Challenge: Unity vs. Diversity
This is Part 1 of a 4-part series on Global PIM Strategy. In this introduction, we’ll set the stage for exploring consolidation strategies (Part 2), the case for multiple PIMs (Part 3), and best practices for long-term success (Part 4). Read More
Change Management in the AI Era: Elevating Product Data from Cost Center to Competitive Advantage
After speaking at both Akeneo Unlock and Salsify DSS last week, one theme consistently emerged in my conversations with digital commerce leaders: the critical need for effective change management as organizations integrate AI into their product data operations. What’s truly remarkable is how deeply this topic resonates across industries and… Read More
The Critical Role of Precision Prompting: Unlocking AI’s Potential
Discover the importance of specialized prompt engineering to harness AI's potential effectively and the value of partnering with AI experts as a strategic approach for businesses to navigate the complexities of diverse AI technologies. Read More
Data Quality in PIM: Best Practices and Common Pitfalls
Explore the crucial role of data quality in Product Information Management (PIM) systems and uncover best practices for ensuring accuracy, consistency, and engagement across ecommerce operations. Read More
Prompt Engineering: The Value of Expertise
Explore the significance of prompt engineering. Discover the benefits of expertly crafted prompts for quality, efficiency, and scalability in content generation. Read More








