Banks’ AI surveillance ambitions stall on legacy systems

What's happening

Shield commissioned research from 1LoD and found banks are increasing spending on AI-driven surveillance but cannot turn that spend into operational change, with more than 90% of institutions still operating in legacy systems. Other coverage echoes the gap between pilots and production: 52% of banks have piloted agentic AI but only 16% have fully deployed production use cases, and reports from Accenture and nCino/FinTech Global say many banks have not reconfigured work around AI or closed an 'AI trust gap' needed to show balance-sheet returns. Wealth and retail banking units are experimenting carefully with AI, while customers still often prefer human contact, underscoring the limits of current deployments.

Why it's trending

Because banks are spending on AI surveillance and pilots but legacy systems and organizational design are preventing those projects from reaching production and delivering measurable returns.

SignalHolding at its usual pace, confirmed across 1 independent source type.