1 · Scenario Hook
A manager pastes a rough customer update into AI and writes: make this better. The answer comes back polished but generic. It misses the audience, includes too much fluff, and does not solve the actual communication problem.
Guided Mission Flow
Follow the path from scenario to Field Guide. No guessing what comes next.
1
Read the Scenario
2
Study the Visual
3
Compare Bad vs Better
4
Try the Mini Practice
5
Save to Field Guide
Mission 11
lab
10 min
Bad Prompt vs Good Prompt
Compare vague prompts with clear, work-ready prompts.
Premium Visual Aid · comparison
Bad Prompt vs Good Prompt
Better prompts reduce guessing by telling AI the task, audience, context, format, and boundaries.
Learning Artifact
Risky pattern
Weak prompt
1.Vague task
2.No audience
3.No format
4.No source limits
5.No review rule
→
Better work habit
Work-ready prompt
1.Clear task
2.Audience defined
3.Useful context
4.Output format
5.Guardrails
A good prompt is a work order, not a wish.
2 · Short Lesson
Learn why vague prompts produce generic work and how clearer instructions improve AI output.
AI responds better when it knows what job it is doing. A vague prompt forces AI to guess the task, audience, format, tone, and boundaries. A stronger prompt gives enough direction to produce something useful on the first or second attempt. Good prompting is not about writing a giant paragraph. It is about giving the right instructions.
3 · Memory Hook
A prompt is like a work order. If the work order only says fix this, the result depends on guesswork. If it explains the job, the audience, the constraints, and the expected output, the work is much more likely to be useful.
4 · Weak prompt
“Make this better.”
It does not say better for whom, in what format, for what purpose, or what to avoid.
5 · Better prompt
“Rewrite this customer update for an executive audience. Keep it under 120 words, use a calm professional tone, include only confirmed facts, and avoid making promises about timing.”
It defines the audience, length, tone, source limits, and risk boundary.
Field Guide Preview
Rule 11: A prompt is a work order, not a wish.
Do not ask AI to simply make something better. Tell it the job, audience, context, format, and boundaries so the output is easier to review and use.
6 · Mini Lab
Practice the work habit
A manager asks AI: make this better. The answer is generic and not useful. What is the best fix?