Run the Numbers First: Seven AI Prompts That Screen Jobs Before They Screen You

Job seekers are told to optimize everything: keywords, bullet points, cover letters. Almost nobody tells them the highest-leverage move is deciding which applications are worth sending at all.

A wasted application is not free. It consumes an evening, clutters your tracking spreadsheet, and—worse—locks you into interview loops for roles that were never going to pay you fairly or last two years. Used deliberately, an AI chatbot functions as a free due-diligence analyst. Below are seven questions to run before you apply, each with a prompt you can copy verbatim.

1. Does This Role Actually Match My Experience?

Paste both your resume and the job description, then prompt: "Rate the overlap between my experience and this role on a scale of 1–10. List the three requirements I meet most strongly and the three gaps most likely to trigger an automated rejection."

2. Is My Salary Expectation Realistic?

Prompt: "For this title, this seniority, and this metro area, what is the current US salary range? Flag if the posted range falls below the 25th percentile for comparable work." A posting in Chicago that reads like a San Francisco number—or the reverse—is a signal worth catching early.

3. Is This Company Growing or Shrinking?

Prompt: "Summarize recent news, hiring trends, and layoffs associated with this company over the past twelve months. What do these signals suggest about its trajectory?" Joining a shrinking team resets your career clock in ways a slightly higher salary never offsets.

4. What Is the Job Posting Not Saying?

Prompt: *"Read this posting and identify what is conspicuously absent—team size, growth plans, reporting structure. What should I ask in the first interview as a result?"

5. Does the Title Match the Actual Work?

Prompt: "Based on the responsibilities listed, what would this role be called at other companies? Is the title inflated, deflated, or nonstandard?" A "manager" title with no direct reports is a compensation trap dressed as a promotion.

6. What Is the Turnover Telling Me?

Prompt: "What patterns on this company's employee reviews suggest problems with management, workload, or attrition? Separate credible, repeated complaints from one-off grievances."

7. What Is My Walk-Away Number?

Prompt: "Given my current compensation, my experience level, and the market data above, what is the minimum offer I should accept—and what justification would I give if asked?" Deciding your floor before the interview, not during the negotiation call, is the difference between leverage and improvisation.

The Discipline of Declining

There is an emotional pull to apply everywhere, because applications feel like progress. They are not. Progress is a shortlist of opportunities that survived scrutiny. Run these seven prompts, and you will likely cut your application volume in half—while doubling the quality of the responses you get back.