Strategic IT Governance

Why Boards are Skeptical of AI ROI (And What to Ask Instead)

Jayson Hahn Season 1 Episode 6

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Most leadership teams are told that if they don’t invest millions in AI immediately, they will be left behind. But for many organizations, "AI" is currently nothing more than a marketing term—a "Google search on steroids" wrapped in urgency.

In this briefing, I break down the collision between technical reality and financial accountability. I explain why over 90% of AI initiatives fail to reach sustained production and provide the exact two-question decision filter that can save your organization hundreds of thousands in undisciplined spend. 

What this briefing delivers:

The Authority Arc: Why leadership intelligence requires more than just technical hype.
 
Category Confusion: Defining LLMs vs. Agentic AI in boardroom terms. 

The Trillion-Dollar Failure: A look at the 2025 data showing why trillions in spend are failing.
 
The Interrogation: The specific follow-up questions to ask your CIO to expose undisciplined thinking. 

Fiduciary Discipline: How to let strategy lead technology to restore financial leverage. 

Featured Resource: 
For a deeper dive into these frameworks, my book "AI Clarity: A Straightforward Guide for Business Leaders" is available on Amazon (Link Below). It provides the full interrogation scripts for LLMs, AI agents, and agentic systems. 

Next in the Series: Stay tuned for the next briefing on Disaster Recovery (BCP), where we reveal why most organizations are not nearly as protected as they believe. 

0:00 Why AI Assumptions are Wrong 
1:30 The Authority Arc: From Helpdesk to Global CIO 
3:45 Defining Artificial Intelligence in the Boardroom 
5:10 What AI Actually Is: LLMs vs. Agents 
6:30 The "Marketing Term" Trap: A Monitoring Case Study 
8:15 The Gemini Ad and the Inevitability Narrative 
9:25 The Trillion-Dollar Failure: Why AI Data Matters 
10:45 The Truth About AI Job Losses 
12:20 The Two-Question Decision Filter 
14:00 The Interrogation: How to Challenge AI Proposals
15:05 AI Clarity: Mental Models for Executives 
16:15 How Strategy Leads Technology 
17:35 Next Briefing: The Disaster Recovery Gap