AI Adoption Imperative & The Common Failure Modes The mandate from the boardroom is clear: integrate AI, drive efficiency, and secure a competitive edge. For leaders of established companies, those with decades of legacy systems, ingrained processes, and deep institutional knowledge, this isn’t just another tech trend. It’s a fundamental shift in how work gets done. The pressure is immense, but the path forward is often obscured by hype, complexity, and the ghosts of past technology initiatives.