Unit ID: PAW-M02-U01 Estimated active time: 15-20 minutes

Output is always for someone

An AI output may look good in general.

But work output is not for "general."

It is for a person, group, or situation.

The same topic changes depending on the audience.

For example:

> Explain safe AI use.

This could be written for:

• school students;
• parents;
• managers;
• software developers;
• new employees;
• small-business owners;
• teachers;
• customers.

Each audience needs different language, examples, depth, and tone.

Audience

The audience is the person or group who will read, hear, or use the output.

Ask:

• Who is this for?
• What do they already know?
• What do they care about?
• What tone is suitable?
• How much detail do they need?
• What should they do after reading?

Use case

The use case is how the output will be used.

Examples:

• to prepare for a meeting;
• to send a polite update;
• to choose between options;
• to study for a quiz;
• to explain a process;
• to create a checklist;
• to review a draft before sharing.

The use case tells the AI tool what kind of usefulness matters.

Example

Weak prompt:

> Explain prompt design.

Better audience and use case:

> Explain prompt design to beginner office workers who have used AI tools casually but do not know how to make repeatable workflows. The output will be used as a short training note before a practice activity. Use simple English and avoid technical terms.

Now the AI tool knows more about the reader and purpose.

Audience changes the output

For beginners, you may ask for:

• simple language;
• short paragraphs;
• examples;
• definitions;
• no jargon.

For a manager, you may ask for:

• decision points;
• risks;
• tradeoffs;
• action steps;
• concise summary.

For a student, you may ask for:

• explanation;
• memory aids;
• practice questions;
• step-by-step examples.

Do not fake expertise

Audience framing does not make the AI tool an expert.

You can ask the AI tool to write for a professional audience, but you still need review.

Do not use AI output as final advice for legal, medical, financial, hiring, safety, or other high-stakes situations.

Mini practice

Choose one topic:

• preparing a meeting agenda;
• explaining a simple table;
• writing a workshop announcement;
• creating a study checklist.

Write three audience/use-case lines for the same topic.

Example:

• Audience: beginner students. Use case: prepare for a quiz.
• Audience: team manager. Use case: make a decision.
• Audience: new volunteer. Use case: follow a checklist.

Notice how the task changes.

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