Three ways operational debt will break your AI strategy, and how to recover

Operational debt—accumulated from rushed AI deployments, neglected infrastructure maintenance, and insufficient governance—undermines AI strategies by causing system failures, escalating costs, and eroding trust. Organizations that prioritize speed over resilience face cascading technical and operational breakdowns that stall innovation and damage competitive advantage. Recovery requires deliberate investment in refactoring systems, enforcing data hygiene, and establishing cross-functional accountability to rebuild a sustainable AI foundation.