Quick answer: separate must-have requirements, nice-to-have signals, and company context. Map only the strongest requirements to evidence you can prove.

Start with requirement clusters

Job descriptions repeat ideas. Ask AI to group them into clusters such as customer work, analysis, stakeholder management, writing, or technical execution.

Pick the top three signals

Do not answer every bullet. A good letter answers one or two signals deeply and leaves the rest to the resume.

Map each signal to proof

For every signal, write one proof point. If you cannot prove it, do not let AI pretend you can.

Prompt

Read this job description. Identify the 3 highest-value requirements, explain the employer problem behind each, then ask me for proof before drafting.