PE Spotlight: Why the AI push stalls at the critical application (it’s not the team)

AI coding tools often fail to modernize legacy monolithic applications because they lack an understanding of the undocumented architectural complexities and database dependencies accumulated over decades. To succeed, organizations must move beyond simple prompts by using real production data to map the actual system and pairing AI tools with experienced engineers to guide the architectural transformation.