The Data Edge: AI, Procurement and FM

In this episode of The Data Edge by Pearstop, Stephanie Wiechers takes facilities management, construction and infrastructure teams inside the hidden world of procurement data. From supplier totals to invoice lines, this episode breaks down why “clean data” is rarely as clean as it looks, and how line-by-line spend visibility can help businesses protect margins, reduce waste and make smarter procu...

We started Pearstop because we were fed up. This episode talks about another very relevant and difficult hurdle in the world of procurement and data - secret costs and hidden billings. Listen to the Data Edge every Thursday to stay informed on the latest data updates and more!

Back to the Data Edge - a podcast for those interested in understanding the Data and AI world. In today's episode we talk about waste management, data and the world of procurement with an interesting and unexpected anecdote that will grip our listeners. Tune in for an educative and insightful conversation between Stephanie, CEO at Pearstop and Mike from SLS!

The conversation delves into the challenges of reading and utilizing spend data, highlighting the importance of data structuring and classification for effective analysis. It emphasizes the shift in data classification and the benefits of structured data for procurement and finance teams. Whether you're a procurement manager, finance lead, or operations director dealing with messy invoice data, un...

The conversation explores the use of data in facilities management and the challenges of collecting, managing, and utilizing data effectively. It delves into the role of AI in data analysis and decision-making, as well as the importance of clean and structured data for creating measurable value. The conversation also highlights the need to empower people through technology and attract the younger...

In conversation with SPIE Netherlands about how they improved the quality of their asset data. Our guest is the amazing Martijn van Balkom – passionate, smart, and guaranteed to teach you something new today! This episode provides insights into the challenges and opportunities surrounding asset data management. It highlights the importance of data quality, the impact of AI technology, and the role...

Unlocking Data Quality in Manufacturing and Procurement with Jonas Hauswurz"In this episode, Stephanie Wiechers chats with Jonas Hauswurz, founder of Neomir, about the real issues behind data quality problems in manufacturing and procurement. Discover practical use cases, how to identify critical data leaks, and the importance of focusing on operational teams rather than just executives. Key Topic...

𝗕𝘂𝗶𝗹𝗱𝗶𝗻𝗴 𝗮 𝗥𝗲𝗹𝗶𝗮𝗯𝗹𝗲 𝗗𝗮𝘁𝗮 𝗟𝗮𝘆𝗲𝗿: 𝗜𝗻𝘀𝗶𝗴𝗵𝘁𝘀 𝗳𝗿𝗼𝗺 "𝗧𝗵𝗲 𝗗𝗮𝘁𝗮 𝗘𝗱𝗴𝗲" 𝗣𝗼𝗱𝗰𝗮𝘀𝘁 In this episode of The Data Edge, Erwin de Werd and guest Stephanie Wiechers explore the critical aspects of data quality, standardization, and data movement for organizations aiming to leverage AI and advanced analytics effectively. They discuss practical challenges and strategic considerations for companies of all sizes seekin...

𝗨𝗻𝗹𝗼𝗰𝗸𝗶𝗻𝗴 𝘁𝗵𝗲 𝗣𝗼𝘄𝗲𝗿 𝗮𝗻𝗱 𝗣𝗶𝘁𝗳𝗮𝗹𝗹𝘀 𝗼𝗳 𝗔𝗜 𝗮𝗻𝗱 𝗗𝗮𝘁𝗮 𝗠𝗮𝗻𝗮𝗴𝗲𝗺𝗲𝗻𝘁 In this episode of The Data Edge, Erwin de Werd and Stephanie Wiechers explore how AI can transform data management from a headache into a strategic advantage — if used wisely. They discuss the pitfalls of overhyped AI solutions, the importance of building robust systems, and practical steps to improve data quality. 𝗞𝗲𝘆 𝗧𝗼𝗽𝗶𝗰𝘀: The prolife...

🎙️ 𝘁𝗵𝗲 𝗱𝗮𝘁𝗮 𝗲𝗱𝗴𝗲 — 𝗱𝗮𝘁𝗮 𝗾𝘂𝗮𝗹𝗶𝘁𝘆 𝗶𝗻 𝗮𝗶 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀 In this episode, Erwin and Stephanie delve into the complexities of data quality in AI projects, emphasizing that messy data often leads to costly mistakes. They explore how human-AI collaboration and understanding the limitations of models like LLMs are crucial for success. 🔑 𝗞𝗘𝗬 𝗧𝗢𝗣𝗜𝗖𝗦 The common misconception that first data categorization is 100%...

Turning Data Quality into Strategic Power: Insights from Procurement and Data Management In this episode, Erwin de Werd and Stephanie Wiechers dive into the complexities of data quality in procurement and data management. They share actionable insights from a detailed conversation with a seasoned procurement professional, highlighting how data quality impacts savings, efficiency, and strategic dec...

Ensuring Data Quality in AI Projects: A Conversation with Stephanie Wiechers In this episode, Erwin de Werd and Stephanie Wiechers explore the crucial role of data quality in AI and data projects. They discuss practical approaches to maintain high accuracy, the challenges of testing AI with AI, and the importance of human oversight to achieve reliable results. Key Topics: The impact of messy data...

The Human Factor in AI-Driven Procurement Data Management In this episode, Erwin de Werd and Stephanie Wiechers explore the critical interplay between human expertise and AI in ensuring data integrity and standardization within procurement processes. Discover how organizations leverage AI to enhance categorization accuracy, streamline validation, and safeguard sensitive information. Key Topics The...

Summary In this episode of Data Edge, Erwin De Werd and Stephanie Wiechers discuss the critical role of data management and quality in driving business success. They explore how data quality impacts the bottom line, particularly for C-level executives who often overlook its foundational importance. Through real-world examples, including procurement and predictive maintenance, they illustrate how e...

Summary In this conversation, Erwin De Werd and Stephanie Wiechers discuss the complexities and actionable steps involved in predictive maintenance. They explore how technology has evolved to enable predictive maintenance, the benefits it offers in terms of operational efficiency and cost reduction, and the challenges companies face in managing data quality. Stephanie emphasizes the importance of...

Keywords: data management, data quality, technical industries, competitive advantage, talent shortages, commoditization, insights, case studies, strategy, digital transformation Summary: In this episode of The Data Edge, Erwin De Werd and Stephanie Wiechers discuss the critical importance of data management and quality in technical industries. They explore insights from CEO interviews, highlightin...

Summary This episode delves into the intricacies of data management and its pivotal role in driving business success. Experts Stephanie Wiechers and Erwin De Werd from Pearstop discuss the importance of data quality, the value it adds, and practical insights into managing data effectively. The conversation highlights the foundational layers necessary for data management and explores real-world exa...

Summary In this episode, we explore the critical aspects of data management, enterprise standardization, and AI readiness. The discussion highlights the importance of having a reliable data foundation to leverage AI tools effectively, with insights into the trends and challenges faced by organizations in 2026. Keywords data management, enterprise standardization, AI readiness, data quality, Fabric...