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AI Readiness Lab · Prompt Practice

Build a better career-exploration prompt

Meet one fictional client. Turn a weak prompt into a useful one, copy it into an approved AI platform, then practice judging the answer.
About 3 minutes · No participant information required
Meet Jordan

Start with the person, not the prompt

Jordan is fictional. Everything you need is already here, so you can focus on learning what makes an AI request useful.

Jordan’s situation

Jordan has worked in warehouse operations for eight years. They handle inventory, troubleshoot problems, coordinate daily workflow, follow safety procedures, and often help train new employees. Jordan likes solving problems and helping coworkers learn. They want work that is less physically demanding and has a more predictable schedule. They would consider short-term training, but do not want to spend several years in school.

Experience
8 years in warehouse operations
Strengths
Problem solving, coordination, training others
Goal
Less physical work, more predictable schedule
Constraint
Short-term training is okay; multi-year school is not
A weak prompt

“What jobs would be good for Jordan?”

Build the prompt

Add four things AI needs

Click each ingredient. Watch the prompt improve. You are not writing from scratch—the exercise shows the structure you can reuse later.

Your prompt0 of 4 ingredients added
Copies the prompt to your clipboard. Nothing is sent from Workforce Wonkery.
The reusable pattern

A useful prompt usually gives AI four things: the goal, relevant context, important constraints, and instructions for what a good answer should look like.

Judge the answer

A better prompt does not remove the need for judgment

Imagine the AI returns this response. What would you do with it?

Sample AI response · intentionally imperfect

“Jordan should become a restaurant manager. Their inventory, coordination, and training experience transfer well, and restaurant management offers a predictable schedule with little additional training. This is likely the best fit.”

What you learned

Good prompting and good judgment work together

GoalWhat are we trying to accomplish?
ContextWhat does AI need to know to be useful?
ConstraintsWhat must the answer respect?
OutputWhat should a good answer include—and avoid?
Then use human judgment

Ask whether the answer fits the person, whether important claims are supported, what may be missing, and what still belongs to the counselor and client to decide.

Next in the path

You have practiced building a useful request. Next, learn how to give AI real candidate evidence without letting it invent accomplishments.

Practice with fictional or de-identified information only. Use your organization’s approved AI environment. AI can support exploration, drafting, comparison, and preparation; it does not replace WIOA requirements, EDD guidance, organizational policy, professional judgment, or client choice.