Build a better job-search prompt
Start with evidence the candidate actually has
Alex is fictional. The job posting is synthetic. Everything you need is already on the page so the learning stays focused on prompt design.
Alex’s experience
Alex has six years of retail-supervision experience. They schedule a 12-person team, track inventory, coordinate incoming deliveries, train new staff, use spreadsheets for weekly reports, and handle escalated customer issues. Alex wants a weekday role with less constant customer contact. They have not managed a budget, negotiated contracts, or supervised 25 people.
Scheduling, inventory, deliveries, training, spreadsheets
Move into operations coordination
Weekday schedule, less customer-facing work
No budget, contract-negotiation, or 25-person supervision experience
- Coordinate schedules and daily workflow.
- Track inventory and incoming materials.
- Communicate with vendors and internal teams.
- Maintain spreadsheets, reports, and operating records.
- Support onboarding and staff training.
“Rewrite Alex’s resume for this Operations Coordinator job.”
Add four things that protect quality
Click each ingredient and watch the prompt improve. The structure can be reused later with a real candidate using your organization’s approved AI environment and privacy rules.
For job-search work, a strong prompt should identify the target, provide real evidence, set truthfulness boundaries, and define the output you actually need.
Polished language can still be false
Imagine AI returns this resume bullet. What would you do?
“Managed a 25-person operations team, controlled a $500,000 annual budget, and negotiated vendor contracts to improve inventory performance.”
AI should strengthen evidence, not manufacture it
Check that the wording is truthful, recognizable to the candidate, relevant to the posting, and something the person could comfortably explain in an interview.
You have practiced protecting the truth. Next, use AI for decision support without handing a consequential decision to the model.