Learn from a 23-minute conference talk delivered at Data Science Conference Europe 2022 where Martijn Baunters shares the candid journey of discontinuing a seemingly perfect AI model at Cerba Research Group. Explore the critical decision-making process, challenges encountered, and valuable lessons learned when the team had to make the difficult choice of abandoning a functioning artificial intelligence solution. Gain practical insights into real-world AI implementation challenges and understand the importance of looking beyond technical perfection when deploying machine learning solutions in business environments.