The AI rule almost no one is teaching: if you can’t judge the output, you can’t fix it. Plus the audit prompt that maps your green zones and red zones.
Most people reach for AI when they’re bad at something. I can’t write, so AI can write for me. Sales isn’t my thing, so AI can do my outreach.
It’s backward. If you’re bad at something, you can’t tell when AI is doing it badly either, so you ship polished garbage. Use AI where you’re already good, because then your taste filters the output.
AI multiplies whatever judgment you bring. Where your judgment is sharp, you get faster, more polished work at the same quality bar.
Where your judgment is thin, you get faster, more polished mistakes. The output sounds confident and would fall apart the moment an expert read it.
There’s research behind this. In a Harvard and BCG experiment with 758 consultants, AI made them faster and better on tasks it was good at. On a task picked to sit just outside what the AI could handle, the consultants using AI were less likely to get the right answer than the ones working without it. (Navigating the Jagged Technological Frontier)
So the real question is where do I have enough taste to judge what AI gives me? That’s your green zone.
01
You write with a real voice
Ask AI for 10 angles on a topic. You’ll see instantly which one sounds like you. AI brings the breadth, you bring the filter.
02
You’ve hired and built teams
Have AI draft interview questions, job descriptions or feedback scripts. You’ll spot a generic question in three seconds.
03
You’ve built a brand
Use AI for copy variants, headline tests and moodboards. You know what’s on-brand the moment you look.
04
You know your industry cold
Have it summarize trends and draft market briefs. You’ll catch a misread risk or missing context right away.
05
You’ve sold before
Have it draft outreach in 5 tones. You’ll know which one lands with your buyer before you hit send.
01
Contracts when you can’t read one
It’ll produce something that sounds legal. You won’t know which clause just exposed you.
02
Your first paid ad campaign
You’ll get a plan that looks right on paper and still wastes your budget.
03
Reading your books without finance basics
The summary will sound competent and quietly miss the trend that matters.
04
Payment code when you’ve never coded
The code will run. The security hole won’t show up until someone finds it.
In every red zone case, the output is plausible enough to ship and wrong enough to hurt you. The fix is to learn from a human expert first, then add AI once you have the taste.
Paste this into Claude or ChatGPT. It interviews you, then maps your green, yellow and red zones and the three best moves for the next 30 days. It takes about 15 minutes.
The Hardest Part
Being honest about your red zones. Most people overestimate where they have taste. If you have to think for more than a few seconds about whether something is good, treat it as red for now.
How Taste Gets Built
If most of your day sits in the red zone, pick one or two areas and spend a few months building the baseline with a coach, a class or someone who’s great at it. Then AI multiplies the new skill. Get the taste first, then add AI.