Discover strategies for successfully implementing AI in established companies through this 30-minute conference talk from EuroPython 2022. Explore the challenges of transitioning to new technologies while maintaining legacy systems, and learn best practices for driving innovation. Gain insights on developing an AI strategy, assessing current capabilities, introducing Python and open-source tools, managing legacy infrastructure, aligning departments, and fostering a collaborative culture. Understand the multifaceted approach required to master innovation, including technology adoption, cultural shifts, and executive communication. Benefit from real-world transformation examples and avoid common pitfalls in AI implementation.