Quick answer: paste the JD, extract three hiring signals, map each signal to proof, then ask AI for a short draft and a separate unsupported-claim audit.

Start with a JD brief, not a blank prompt

Copy the job description into three buckets: must-have skills, business problem, and collaboration context. A generator works better when the input is structured before drafting.

Feed proof notes before asking for prose

Give AI two or three proof points from your resume, project notes, or work examples. If you do not have proof for a requirement, label it as a gap instead of asking AI to hide it.

Generate in two passes

First ask for an outline that maps JD signal to evidence. Only then ask for a four-paragraph draft and an audit of unsupported claims, repeated resume lines, and generic company praise.

Prompt

Act as a strict cover letter generator using this job description. Extract the 3 strongest hiring signals, ask me for missing evidence, then draft a concise 4-paragraph cover letter. Do not invent achievements, metrics, tools, employer motivation, or company knowledge.

FAQ

Can I paste the whole job description into AI?

Yes, but ask AI to summarize hiring signals first. A full JD pasted directly into a draft request often produces keyword stuffing.

How is this different from matching a cover letter to a JD?

This workflow starts before the first draft. It builds the input pack, evidence map, draft, and audit in sequence.