BCG: 73% of major banks allow AI agents in production, but only 8% fully control them

Nov 13, 2026
A benchmark of 26 systemically important banks finds agents are still under 10% of AI portfolios at most banks, and 46% had an AI-related incident in the past year.

Most of the world's systemically important banks now let AI agents run in production for some tasks, but few can fully monitor and control them, according to a benchmark by Boston Consulting Group of 26 global and domestic systemically important banks.

Seventy-three percent of the banks permit agents in production for select use cases, and none allow broad production use. At 88% of banks, agents make up 10% or less of the AI portfolio. Only 8% have a comprehensive, standardised framework for monitoring and controlling agents, and 54% have set restrictions or bans on agentic AI in their risk appetite. Nearly half, 46%, reported an AI-related issue or incident in the past 12 months, and more than a quarter said AI systems were falling short of their promised business case.

Governance basics are mostly in place: 96% manage AI risk through existing risk frameworks and 77% have a dedicated AI policy, but fewer than half keep a central, tool-based AI inventory. BCG says banks with more mature risk management are 2.5 times more likely to be advanced AI adopters. BCG sells AI governance and risk consulting to banks.

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