Operationalizing AI Governance Gives Banks an Advantage in Scaling AI

Detailed summary

Most Banks Permit AI Agents in Production for Select Use Cases, but Adoption Is Limited and Only 8% Have Comprehensive Controls Nearly Half Reported an AI-Related Issue or…

BOSTON, Nov. 13, 2026 /PRNewswire/ -- AI agents are entering production at most major banks, but few have a comprehensive framework to monitor and control them. A new Boston Consulting Group (BCG) benchmark of 26 global and domestic systemically important banks finds that agentic AI has reached production at most banks, but usage remains limited, and agent-specific monitoring and control capabilities are still being built out. Seventy-three percent of banks permit agents in production for select use cases. However, at 88% of banks, agents make up 10% or less of the AI portfolio, and only 8% have a comprehensive, standardized monitoring and control framework that explicitly covers agents.

These are among the findings of AI Safety and Governance in Banking 2026: Why Operationalizing Governance Gives Banks an Advantage in Scaling AI. The benchmark examines how prepared the banks are to govern AI as it becomes more autonomous, assessing their AI adoption and the maturity of their AI risk management. It also finds that banks that have their governance right are better at scaling, challenging the assumption that governance and speed are a tradeoff.

"Agentic AI has arrived, but most banks are cautious in scaling aggressively, as they are lacking the controls and especially the monitoring capabilities for increasingly autonomous agents," says Anne Kleppe, BCG's global lead for AI safety and governance, and coauthor of the report. "As AI scales and becomes more autonomous, the next challenge is clear: turning governance from a framework into an operating capability. With agents still a small share of AI portfolios at most banks, there is a window to get that right before their use expands."

Scaling AI Agents Safely Will Require Monitoring Capabilities That Few Banks Have Fully Built

Agentic AI systems can plan and execute multistep tasks, take actions, and adjust their approach without requiring human input at every step.

Most banks do not yet have the capabilities to monitor…

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