AI can write very fluently. But a good output for a manager doesn't just have to listen logically -- it has to answer the right questions, have evidence, keep the right level of certainty, and help you act.
10 to 15 minutes. 4 sentences review output🎭 Role-play management review🎯 Output: AI Output Review Checklist
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🧠 MANAGER THINKING
1. A very professional answer, but is it helpful?
The Beginning Situation
You asked.
Let's review the performance of Store A and give me insight to prepare for the meeting with the Operations Director.
The AI responds
Store A is showing positive performance with good sales growth, but it is still necessary to continue to monitor margins and maintain traffic-driven activities to ensure sustainable growth.
What's the biggest problem with this output?
🧠 MANAGER THINKING
2. Review output by four sentences
1 · Is that a question?
Is AI answering the right question?
2 · Is there evidence?
Do the important conclusions have any data or supporting sources?
3 - Are you sure?
Does the output turn inference into fact?
4 · Can we act?
After reading, do you know what you need to decide or test?
A good output is not just a good output. relevant, grounded, calibrated and actionable.
What's the big deal?
3. Is AI answering the right question?
Requested
Prepare the Operational Director for insight into Store A.
Output AI
Store A is performing well, so keep an eye on it.
What's the most important thing missing in this output?
What's the evidence?
4. An insight without evidence is just a hearing that seems right.
Not grounded
Store A is growing well.
There's evidence.
Store A increased sales by 8% and traffic by 10% vs. LY, while margin decreased by 4%.
When reviewing, what questions are most helpful?
What's the point of playing?
5. Does the output turn the probability into a conclusion?
I'm too sure.
The margin decreases due to deeper promotion.
That's a certain degree.
One hypothesis to test is the promotion mix or discount depth.
A credible output usually tells you What is certain, what is uncertain, and what needs to be checked..
What is the meaning of the word "their" in the Bible?
6. When you finish reading, do you know what to do next?
⏸ STOP & CHECK
7. Have you had a checklist review?
1 Is that a question?
2 Is there any evidence?
3 Are you sure?
4 Can you do something?
Write down four sentences in your own words.
🛠 HANDS-ON WITH AI
Ask the AI to self-review the output before you use it.
Review the output below in four sentences: 1. Does the output correctly answer the original question? 2. Does each important conclusion have evidence or supporting source? 3. Is there a sentence that says more than the evidence allows? 4. After reading, does the manager know what to decide or test? With each point not reached: - indicate a specific sentence; - explain why; - suggest a short correction. Do not add new data yourself.
🛠 HANDS-ON REVIEW
9. Which output is better for the manager?
The output of the body
10. Create your own AI Output Review Checklist
Choose an AI output you're really prepared to use in your work.
Output needs to be reviewed
1 · Is that a question?
2 · Evidence?
3 · A degree of certainty?
4 · Actionable?
0/5
You've completed Lesson 5.
One sentence to carry: Don't ask who wrote it. Ask me. Does this output help me make better decisions or actions?