The Safe AI Use Guide
Six chapters written for community banks and credit unions. The never-paste list, private cloud vs. public model, SR 11-7 mapping, vendor scoring, shadow AI discovery, and examiner readiness. Free.
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Analysis, guides, and the sources we cite.
Short, sourced, and specific to community banks and credit unions. Every statistic on this site traces to a publication below.
Guides
Articles
Industry Analysis · 8 min read
The widening AI gap — and what it means for community banks.
The October 2025 Evident AI Index shows the top-10 global banks accelerating AI maturity 2.3× faster than the rest of the industry. Here is what that means for community banks and credit unions.
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Retention · 7 min read
Members will switch. The question is to whom.
84% of consumers would switch financial institutions for AI-driven financial insights. 76% would switch for a better digital experience. The community bank retention story in 2026.
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Risk & Governance · 10 min read
Six ways AI fails in banking — and what to do about each one.
The AIEOG AI Lexicon defines six hallucination patterns that surface specifically in banking workflows. Prompt Blindness, Data Exfiltration, Recursive Logic Bias, Prompt Injection, Hallucination Drift, and Over-Reliance on Confidence. Here is what each looks like and how to defend against it.
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Regulatory Guidance · 9 min read
AI governance without the jargon.
Five regulatory frameworks govern AI use at community banks today: SR 11-7, TPRM, ECOA/Reg B, BSA/AML, and the AIEOG AI Lexicon. Here is what each one actually means for your daily work — in plain language, without a law degree.
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Financial Performance · 9 min read
What your efficiency ratio is hiding.
Community bank median efficiency ratio: ~65%. Industry-wide: ~55.7% (FDIC Q4 2024). The nine-point gap is not fate — it is a measurement of where the opportunity lives. Here is where AI can move the needle, and how to calculate what it is worth to your institution.
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Practitioner Guide · 8 min read
The skill, not the prompt.
Prompting is a one-time act. A skill is a persistent, reusable, institution-grade AI instruction that executes reliably every time you need it. Here is why the distinction matters for community banks — and how to build your first one in 20 minutes.
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Other publications we cite
These are the authoritative sources behind every statistic, claim, and framework in the Institute’s work. We do not host these documents — we attribute them so community bank leaders can go to the original and verify every number we cite.
Evident AI Index — Key Findings Report
Evident Insights · October 2025
Talent, Innovation, Leadership, and Transparency benchmarks across the 50 largest global banks. Source of the 2.3× maturity acceleration figure cited in the Widening AI Gap analysis.
AIEOG AI Lexicon
US Treasury, FBIIC, FSSCC · February 2026
The first official cross-agency vocabulary for financial AI governance. Anchors every AI governance recommendation in this Institute’s work.
FDIC Quarterly Banking Profile
Federal Deposit Insurance Corporation · Ongoing
Source of the community bank median efficiency ratio (~65%) and industry-wide Q4 2024 figure (~55.7%) used in the ROI calculator and throughout our analysis.
SR 11-7: Guidance on Model Risk Management
Federal Reserve / OCC · 2011
The foundational model risk guidance applied to AI and generative AI systems in every governance framework we install.
Getting Started in AI
Jack Henry & Associates · 2025
Source of the 66% / 57% / 55% / 48% community-bank AI attitude statistics (via Gartner and Bank Director) cited on our homepage proof strip.
The Digital Loyalty Dividend
Apiture (now part of CSI) · 2025
Source of the 84% / 76% / 62% consumer switching statistics cited in the Members Will Switch analysis.
AI Playbook for Banks and Credit Unions
Cornerstone Advisors · 2025
Department-level AI use case inventory and tool taxonomy referenced in curriculum design for the Specialist and Leader credentials.
GAO-25-107197
US Government Accountability Office · May 2025
Confirms that no comprehensive AI-specific banking framework exists yet; SR 11-7, TPRM, and ECOA/Reg B apply by analogy. Shapes how we frame regulatory posture.
Coming soon
The AI Banking Brief.
A weekly read for community-bank and credit-union leaders. Short, sourced, and free. Here’s what each issue carries:
- One regulatory or examiner-relevant signal — what changed, who it affects, what to do this week.
- One vendor or tool we have actually tested against community-bank workflows, with the verdict.
- One workflow you can run inside your institution before next Friday — built around the never-paste list.