// Perspectives

The Brief.

Operational perspectives on AI implementation, readiness, and working with emerging technology in businesses that have real complexity.

The Practical Stack

April 7, 2026Brett Hahn

Why Your AI Pilot Failed (And What to Do Instead)

Most AI pilots fail. Not because the technology does not work, but because of a small number of predictable, avoidable mistakes that almost every organization makes the first time.

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The Practical Stack

March 25, 2026Brett Hahn

The SMB AI Audit: Where to Start When You Don't Know Where to Start

A structured framework for business owners who've heard about AI but have no idea what's actually relevant to them.

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The Practical Stack

March 16, 2026Brett Hahn

Your Employees Are Already Using AI. You Just Don't Know How.

Shadow AI is the new shadow IT. Here is what it is costing you and how to fix it.

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The Frontier

March 16, 2026Brett Hahn

The Multiplier

AI won't replace your team. But it will separate the businesses that understood that from the ones that didn't.

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February 15, 2026William Hahn, PhD

What an AI Readiness Audit Actually Looks Like

A readiness audit is not a sales process. It is a structured investigation into whether your business can absorb AI and where it would actually create leverage.

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February 1, 2026Brett Hahn

Why Most AI Implementations Fail Before They Start

The problem is rarely the technology. It is almost always the absence of an honest operational assessment before a single tool is selected.

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