This case study describes the journey in developing and implementing a solution to accurately predict replacement timing for items consumed by large IoT device fleets. The session examines the development challenges and benefits associated with this solution by examining a real customer case study. This frank assessment of what went well and what didn't provide meaningful learnings for both solution developers and potential customers for these solutions.