Use these prompts with ChatGPT, Claude, Gemini, or another AI assistant when you want help turning one job post into specific application materials. The rule is simple: give the AI your real experience notes, and do not let it invent claims.
This starter pack gives you the first role-mapping loop. The paid kit expands it into the private browser builder, editable files, tracker, follow-up scripts, interview prep worksheets, and 53-file ZIP.
Paste the job post, then use only my truthful experience notes.
1. Map the job post: list the top requirements, keywords, and repeated phrases.
2. Compare my notes: mark each requirement as supported, partially supported, or gap.
3. Draft only supported resume bullets. Do not invent numbers, tools, employers, certifications, responsibilities, or outcomes.
4. Suggest one cover-letter angle based on the strongest supported proof.
5. Give me a follow-up note and three interview story prompts tied to the same proof.
6. End with a verification checklist of claims I should confirm before sending.
Before you start
The operating rule
AI can help organize and tighten your material, but it should not create fake metrics, skills, employers, credentials, or responsibilities. Paste the job post and your rough notes, then ask for gaps, confidence levels, and language you can verify.
Use only the experience notes I provide. If a requirement is not supported, label it as a gap instead of inventing a claim.
Prompt 1
Map the job post to proof
Start here before rewriting anything. This forces the AI assistant to separate role requirements from your actual evidence.
I am applying for this role. Analyze the job post and my experience notes. Return a table with: requirement or keyword, where it appears in the job post, evidence from my notes, confidence level, resume section to update, and whether I should address it in the cover letter. If evidence is missing, write "gap" and suggest an honest way to handle it.
Prompt 2
Turn rough notes into resume bullets
Good bullets are specific, but they still need to be true. Ask for options, then edit into your own voice.
Using the job-post requirements and my experience notes, draft 8 resume bullet options. Keep each bullet honest and specific. Prefer action, scope, tool/process, and result. Do not add numbers unless I supplied them. After the bullets, list any claims that need verification before I use them.
Prompt 3
Draft a cover-letter angle
A useful cover letter should connect one or two real proof points to the role, not repeat the resume in softer language.
Create a concise cover-letter angle for this role. Use the strongest two proof points from my notes and connect them to the employer's stated priorities. Avoid generic phrases like "I am passionate" unless the sentence names a specific reason. Give me a 120-word draft and a 60-word tighter version.
Prompt 4
Write the follow-up note
Follow-up messages are easier when they reference the same role-fit proof you used in the application.
Write a polite follow-up email for my application. Keep it under 110 words. Mention the role, one specific requirement from the job post, and one matching proof point from my notes. Do not sound desperate, and do not imply I have a relationship with the recruiter if I do not.
Prompt 5
Prepare interview stories
Interview prep should come from the same evidence map. This keeps the resume, cover letter, and interview story aligned.
Based on this job post and my experience notes, create 6 interview story prompts. For each one, name the likely interview question, the role requirement it tests, the experience note I should use, and a STAR outline. If my notes are too thin for a requirement, label it as a gap.
Workflow
A simple sequence
1. Paste the role
Extract requirements, keywords, and evidence gaps before writing anything.
2. Add honest notes
Give the AI projects, tools, wins, customer problems, responsibilities, and metrics you can defend.
3. Draft materials
Use the map to draft resume bullets, cover-letter angles, follow-up notes, and interview prep.
4. Edit before sending
Check every claim, remove anything unsupported, and make the final language sound like you.
When the free prompts are not enough
AI Job Kit is a one-time $9 June launch-price private browser builder and 53-file ZIP from TechFin LLC. The free prompts help you start; the paid kit unlocks editable resume and cover-letter templates, the tracker, follow-up scripts, interview prep worksheets, and the 7-day application sprint checklist.
No subscription or account required
Use with ChatGPT, Claude, Gemini, or another AI assistant