TRUST AI OR HUMANS BINARY BUSINESS EP BB-13

Send us Fan MailTrust AI Outputs or Require Human Review? Binary Business - BB-13A hospital put a human review layer on every AI-generated patient summary. Six weeks later, reviewers were approving 97% without changes. One told me, "I stopped reading them after day three." That's not human oversight. That's a screensaver with a pulse.In this episode, I break down when to trust AI outputs and when to require human review, including a four-rung "Trust Ladder" framework that tells you exactly how to scale oversight as AI performance improves.What You'll Learn:• Why humans are terrible reviewers of AI output (and the 4% error rate that ends careers)• The editor getting paid $85/hour to change 11 words per article — "That's not quality control. That's an expensive ego edit."• How an AI-generated contract clause got discovered during a deposition (the worst time to find out your AI made up law)• Happy birthday, Karen — your compliance report is late because we were reviewing your cake emoji• The senior manager who held proposals 48 hours so his "fingerprints" were on everything• The Trust Ladder: Full review → Sampled → Exception → Audit (and how to define the criteria for climbing)🎯 Download the free Binary Decision Scorecard: https://entrenovaai.com/scorecard👍 Like this video and subscribe for more signal, no noise.Timestamps:0:20 - Context: The Trust Question Nobody Wants to Answer2:30 - Binary 1: Trust AI Outputs5:15 - Binary 0: Require Human Review7:45 - ABCD Breakdown8:00 - Audience: Segment by Error Tolerance10:15 - Build: Confidence Scoring and Exception-Based Review12:30 - Convert: When Review Becomes a Power Position14:30 - Deliver: The Trust Ladder Framework16:30 - The Call: Catching Errors or Catching Feelings?About William Guidry:Will Guidry is CEO and Founder of EntreNova AI, a Houston-based Microsoft Cloud Solutions Partner. He helps operators build review architectures that match risk instead of defaulting to oversight theater, using the Binary Decision Scorecard framework.Previous Episode: BB-12 - Change Culture or Change Tools First?Next Episode: BB-14 - Optimize Individuals or Optimize Teams?Binary Business Weekly is a Monday newsletter for operatorsnavigating AI decisions under pressure.Every issue breaks one real decision down using the Binary DecisionScorecard; 7 binary tests that separate high-leverage movesfrom 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 Scorecardhttps://binarybusiness.tech/scorecard📩 Subscribe to the newsletterhttps://binarybusiness.tech/weekly💼 Work with Will: The Binary Audit (60 min, $250 to Houston Food Bank)https://binarybusiness.tech/audit🔗 Connect on LinkedInhttps://linkedin.com/in/williamguidryBinary Business. All signal. No noise.