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Human Judgment or AI Recommendations? Binary Business - BB-08
A CEO made a $2 million acquisition decision in 40 seconds based on an AI recommendation. Six months later, it was a disaster. Turns out there's no training dataset for "this guy seems shady and your lawyer is going to develop an eye twitch."
In this episode, I break down when AI should advise versus when humans should decide, using the ABCD framework.
What You'll Learn:
- The three decision configurations (and why most companies don't know which one they're actually running)
- The Doug Problem — when "human review" means clicking approve while watching YouTube
- Why a 0.3% override rate means you don't have human oversight, you have performance art
- How 4.3 seconds per fraud decision isn't judgment — it's a rubber stamp with extra steps
- The scorecard breakdown for AI decision authority
🎯 Download the free Binary Decision Scorecard: https://entrenovaai.com/scorecard
Timestamps: 0:00 - The $2M Acquisition Disaster 2:30 - The Binary: Judgment vs. Recommendations 4:00 - Context: Three Decision Configurations 8:00 - ABCD Breakdown 14:00 - The Doug Problem 17:00 - Operator Notes 21:30 - Final CTA
About William Guidry: Will Guidry is CEO and Founder of EntreNova AI, a Houston-based Microsoft Cloud Solutions Partner. He helps operators make AI decisions that don't blow up six months later using the Binary Decision Scorecard framework.
Previous Episode: BB-07 - Empower Employees or Protect Them?
Next Episode: BB-26 - Buy AI Tools or Build AI Systems? (Season 2 Premiere)
Binary Business Weekly is a Monday newsletter for operators
navigating AI decisions under pressure.
Every issue breaks one real decision down using the Binary Decision
Scorecard; 7 binary tests that separate high-leverage moves
from expensive distractions.
Built in public from inside a real operating company (EntreNova AI,
Houston). Real decisions. Real scores. Real numbers.
Newsletter ships every Monday morning.
Podcast version embedded in every issue.
———
🎯 Free: The Binary Decision Scorecard
https://binarybusiness.tech/scorecard
📩 Subscribe to the newsletter
https://binarybusiness.tech/weekly
💼 Work with Will: The Binary Audit (60 min, $250 to Houston Food Bank)
https://binarybusiness.tech/audit
🔗 Connect on LinkedIn
https://linkedin.com/in/williamguidry
Binary Business. All signal. No noise.
View all episodes
By William GuidrySend us Fan Mail
Human Judgment or AI Recommendations? Binary Business - BB-08
A CEO made a $2 million acquisition decision in 40 seconds based on an AI recommendation. Six months later, it was a disaster. Turns out there's no training dataset for "this guy seems shady and your lawyer is going to develop an eye twitch."
In this episode, I break down when AI should advise versus when humans should decide, using the ABCD framework.
What You'll Learn:
- The three decision configurations (and why most companies don't know which one they're actually running)
- The Doug Problem — when "human review" means clicking approve while watching YouTube
- Why a 0.3% override rate means you don't have human oversight, you have performance art
- How 4.3 seconds per fraud decision isn't judgment — it's a rubber stamp with extra steps
- The scorecard breakdown for AI decision authority
🎯 Download the free Binary Decision Scorecard: https://entrenovaai.com/scorecard
Timestamps: 0:00 - The $2M Acquisition Disaster 2:30 - The Binary: Judgment vs. Recommendations 4:00 - Context: Three Decision Configurations 8:00 - ABCD Breakdown 14:00 - The Doug Problem 17:00 - Operator Notes 21:30 - Final CTA
About William Guidry: Will Guidry is CEO and Founder of EntreNova AI, a Houston-based Microsoft Cloud Solutions Partner. He helps operators make AI decisions that don't blow up six months later using the Binary Decision Scorecard framework.
Previous Episode: BB-07 - Empower Employees or Protect Them?
Next Episode: BB-26 - Buy AI Tools or Build AI Systems? (Season 2 Premiere)
Binary Business Weekly is a Monday newsletter for operators
navigating AI decisions under pressure.
Every issue breaks one real decision down using the Binary Decision
Scorecard; 7 binary tests that separate high-leverage moves
from expensive distractions.
Built in public from inside a real operating company (EntreNova AI,
Houston). Real decisions. Real scores. Real numbers.
Newsletter ships every Monday morning.
Podcast version embedded in every issue.
———
🎯 Free: The Binary Decision Scorecard
https://binarybusiness.tech/scorecard
📩 Subscribe to the newsletter
https://binarybusiness.tech/weekly
💼 Work with Will: The Binary Audit (60 min, $250 to Houston Food Bank)
https://binarybusiness.tech/audit
🔗 Connect on LinkedIn
https://linkedin.com/in/williamguidry
Binary Business. All signal. No noise.