Job Requirements and Experience Comparison Matrix

When people ask AI to analyze a job posting, they typically ask, "Should I apply for this?" The response is usually just reassurance—pointing out a few strengths and concluding that it's worth a shot, leaving the actual gaps completely hidden. This prompt shifts the core question. Instead of asking if you'll pass, it breaks requirements down line by line to systematically separate where you have evidence from where you don't.

There is a specific reason the Task paragraph specifies extracting items "sentence by sentence without skipping anything." A single bullet point in a job description often contains two or three separate criteria. If you treat "Proficient in SQL with proven collaboration with non-technical teams" as one item, a half-match gets smoothed over as fully met. Furthermore, without an explicit instruction to leave unmatched fields blank, models tend to fabricate connections from loosely related experiences just to fill the space.

Fixing the Format as a table ensures the output is an objective inventory rather than subjective judgment. Categorizing the status into three distinct tiers—Met, Partial, and None—serves the same purpose. Sorting the gaps beneath the table into "quick fixes" and "unfixable for now" clearly establishes what to emphasize in your application and what to acknowledge as limitations. The follow-up question step is particularly valuable when your career summary is brief, preventing the model from making unilateral assumptions on borderline items and instead handing the clarification back to you.

Wrapping both source texts in separate """ blocks prevents them from blending together. Without this separation, phrases from the job description can easily be misinterpreted as your own background. Explicitly instructing the model to treat the job post solely as source data also guards against accidental prompt injections if the posting contains directive phrasing.

You will only get a generic response like "You are quite competitive" with two or three lines of vague justification. You will still have no idea which of the eight specific qualifications you lack, forcing you to reread the entire job description from scratch when writing your cover letter.