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AI for Speed or AI for Accuracy? Binary Business - BB-11
A sales team cut their proposal turnaround from five days to four hours using AI. Then the client called: "This proposal has our competitor's name in it. Twice." Four hours. Two wrong names. One very awkward phone call.
In this episode, I break down when to optimize AI for speed versus accuracy using the ABCD framework, and why different teams in the same company need different answers.
What You'll Learn:
• Why "we want both" isn't a strategy, it's a wish
• The logistics company that traded 5% accuracy for four hours of daily capacity (and why that's a win)
• How an SEC fine turned a "70% time savings" into a compliance nightmare
• The "bureaucracy bot" trap; when you accidentally automate the DMV
• Why one company's AI tool earned the internal nickname "The Waiting Room"
• The two-question test for every AI use case: cost of wrong vs. cost of slow
🎯 Download the free Binary Decision Scorecard: https://entrenovaai.com/scorecard
👍 Like this video and subscribe for more signal, no noise.
Timestamps:
0:15 - Context: Speed and Accuracy Are Barely on Speaking Terms
2:15 - Binary 1: Optimize for Speed
5:00 - Binary 0: Optimize for Accuracy
7:30 - ABCD Breakdown
7:45 - Audience: Who Sees the Output?
9:45 - Build: Architecture Matches the Use Case
11:30 - Convert: Which Failure Mode Can You Survive?
13:30 - Deliver: The Sequence That Works
15:30 - The Call: Make Them Pick
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 create leverage, not risk, using the Binary Decision Scorecard framework.
Previous Episode: BB-10 - Democratize AI Access or Gate It?
Next Episode: BB-12 - Change Culture or Change Tools First?
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
AI for Speed or AI for Accuracy? Binary Business - BB-11
A sales team cut their proposal turnaround from five days to four hours using AI. Then the client called: "This proposal has our competitor's name in it. Twice." Four hours. Two wrong names. One very awkward phone call.
In this episode, I break down when to optimize AI for speed versus accuracy using the ABCD framework, and why different teams in the same company need different answers.
What You'll Learn:
• Why "we want both" isn't a strategy, it's a wish
• The logistics company that traded 5% accuracy for four hours of daily capacity (and why that's a win)
• How an SEC fine turned a "70% time savings" into a compliance nightmare
• The "bureaucracy bot" trap; when you accidentally automate the DMV
• Why one company's AI tool earned the internal nickname "The Waiting Room"
• The two-question test for every AI use case: cost of wrong vs. cost of slow
🎯 Download the free Binary Decision Scorecard: https://entrenovaai.com/scorecard
👍 Like this video and subscribe for more signal, no noise.
Timestamps:
0:15 - Context: Speed and Accuracy Are Barely on Speaking Terms
2:15 - Binary 1: Optimize for Speed
5:00 - Binary 0: Optimize for Accuracy
7:30 - ABCD Breakdown
7:45 - Audience: Who Sees the Output?
9:45 - Build: Architecture Matches the Use Case
11:30 - Convert: Which Failure Mode Can You Survive?
13:30 - Deliver: The Sequence That Works
15:30 - The Call: Make Them Pick
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 create leverage, not risk, using the Binary Decision Scorecard framework.
Previous Episode: BB-10 - Democratize AI Access or Gate It?
Next Episode: BB-12 - Change Culture or Change Tools First?
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.