New data reveals that AI customer service agents operate in production at 62% of organizations, yet 74% have rolled back or discontinued at least one such agent due to governance concerns.
Widespread AI Adoption Challenges Pilot-Only Narrative
This statistic counters the notion that most enterprises remain confined to testing phases. Instead, the primary hurdle emerges during full-scale deployment, where operational reliability proves challenging.
Rollbacks Signal Strong Governance in Mature Firms
Mature organizations exhibit higher rollback rates, which indicate robust monitoring rather than poor execution. They identify and address failures more quickly than less advanced peers.
“Higher rollback rates reflect better monitoring and control, not weaker performance,” stated Daniel Morris, Chief Product Officer. He added that engineering teams devote significant effort to safety systems—often at the expense of enhancing customer experiences—resulting in what experts call a ‘guardrail tax.’
Investment Shifts Toward Trust and Security
Organizations now prioritize trust, security, and compliance investments (76%) over core AI development (63%). Looking ahead, 98% plan to boost AI spending in 2026.
Additionally, 86% evaluate new communications providers, while 55% develop custom infrastructure to manage cross-channel context effectively.
