4 Articles

Defensibility

What makes AI investments compound over time — switching costs, institutional knowledge, and moats that matter.

Everyone Bought a Model. Nobody Built the Map: Why Giving Every Employee AI Access Without a Plan Is an Expensive Dead End

January 31, 2026

Everyone Bought a Model. Nobody Built the Map: Why Giving Every Employee AI Access Without a Plan Is an Expensive Dead End

Enterprise AI seats for every employee. Board applause. LinkedIn post. Six months later, usage near zero. The pattern repeating across credit unions — and why giving everyone a model without building the map is an expensive dead end.

57% of Your Work Is Exposed. 0% Is Automated: Anthropic's Own Data Reveals the Most Expensive Line Item That Never Appears on Your Budget

February 5, 2026

57% of Your Work Is Exposed. 0% Is Automated: Anthropic's Own Data Reveals the Most Expensive Line Item That Never Appears on Your Budget

Anthropic published the most granular analysis of AI work exposure to date. The gap between what AI can do and what credit unions actually use it for is the most expensive invisible line item in financial services.

The Workforce Already Voted. Check the Hiring Data: Why the Slowdown in Young Applicants Is a Bigger Threat Than the Retirement Cliff

March 6, 2026

The Workforce Already Voted. Check the Hiring Data: Why the Slowdown in Young Applicants Is a Bigger Threat Than the Retirement Cliff

Anthropic data shows a 14% hiring slowdown for young workers in AI-exposed roles. Combined with 11,200 daily retirements, credit unions face a pincer movement that breaks the traditional talent pipeline — and demands a new career ladder.

Seven Moats. Most Credit Unions Have Two: What Actually Protects Your AI Investment When Everyone Has Access to the Same Models

February 21, 2026

Seven Moats. Most Credit Unions Have Two: What Actually Protects Your AI Investment When Everyone Has Access to the Same Models

When every vendor has access to the same foundation models, what separates the AI investments that compound from the ones that evaporate? A seven-moat framework for credit union leaders evaluating where to place their bets.