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Train Everyone on AI or Build Specialists? Binary Business - BB-06

You've decided to bring AI into your organization. Now you need people who know how to use it. Do you train everyone on AI basics, or do you build a team of AI specialists who handle everything?

In this episode, I break down when to democratize AI knowledge across the organization versus when to concentrate expertise in specialists, using the ABCD framework.
One approach scales AI literacy. The other scales AI capability. Most companies split the difference and end up with surface-level knowledge everywhere and deep expertise nowhere.

What You'll Learn:

When to train everyone on AI vs. when to build specialist teams
Why "AI for all" training programs often fail to change behavior
How specialist teams become bottlenecks (and what to do about it)
The hybrid approach that actually works: literacy + specialists
Why AI training without workflow integration is wasted investment
How to measure whether AI capability is actually building in your org

Key Timestamps:
0:35 - Context: The AI Capability Challenge
2:40 - The Binary: Train Everyone vs Build Specialists
6:10 - ABCD Framework Breakdown
6:15 - A: Audience (Who Needs to Know What)
7:45 - B: Build (Training Infrastructure vs Specialist Teams)
9:15 - C: Convert (ROI of Broad Training vs Deep Expertise)
11:15 - D: Deliver (How AI Capability Scales)
13:15 - The Call: My Recommendation

Binary Business is a business decision podcast for operators navigating AI.

Each 10-15 minute episode breaks one AI decision into a clear binary choice using the ABCD framework: Audience, Build, Convert, Deliver.

100 Episodes. 4 Seasons. One System.

Season 1 (Jan-Mar): Who AI decisions are for
Season 2 (Apr-Jun): How systems break when AI scales
Season 3 (Jul-Sep): Where AI moves money
Season 4 (Oct-Dec): How to execute AI decisions

New episodes drop every Tuesday & Thursday.

This isn't a podcast about AI hype. It's a framework for making high-stakes decisions in a world where AI is changing the rules.

Subscribe to follow the full arc. By Episode 100, you'll have a portable decision system that works for any business challenge.

🎯 Free Resource: Binary Decision Scorecard
https://go.binarybusiness.tech/gzkqjw9n-yt-pod-bb-01

💼 Work with Will:
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🔗 LinkedIn:
https://linkedin.com/in/williamguidry

Binary Business. All signal. No noise.