Research desk
Editorial coverage of what changed in the data and why it matters. Reviewed system, portfolio, and institution research — every publication preserves official sources, calculation boundaries, named authorship, reviewer sign-off, and revision history.
McKinsey describes generative AI adoption as the fastest technology rollout on record, with a projection that early-adopter banks "could see" a 4-point improvement in Return on Tangible Equity. Testing the disclosure side of that claim directly: the share of 58 reviewed public bank holding companies whose 10-K mentions AI-related terms rose from 5.2% in 2020 to 86.2% in 2025, with the steepest jump between 2023 and 2024. But a direct read of the actual filing text behind that curve found most of it is risk-factor language treating AI as one of several "emerging technology" risks, not a claim of realized deployment. And the regulatory efficiency ratio — the actual financial-statement metric AI adoption is supposed to move — shows no cohort-wide improvement timed to that disclosure surge: the clearest broad-based efficiency gain across large-bank cohorts happened in 2022, before the surge, and 2023 saw efficiency broadly worsen even as survey-reported adoption was already rising.