Workflow Library · Career
Job Search Workflow
Turn a job description and your actual experience into tailored application assets without producing generic candidate copy.
Summary
A practical application workflow for matching your background to a role, drafting a tailored cover letter, and creating follow-up notes you can reuse across multiple openings.
What this workflow gets you
Reduce the time between finding a role and sending a tailored application while keeping the output specific to the company and job.
Step by step
The workflow outline
Each step is designed to reduce ambiguity between the raw input and the final deliverable, which is usually where generic prompt packs break.
Step 1
Extract the role requirements
Pull the stated priorities, unspoken expectations, and likely evaluation criteria from the job description.
Input
Job description plus company context
Output
A hiring brief with priorities, keywords, and role risks
Step 2
Map your experience to the role
Feed in your resume, wins, and examples so AI can match real evidence to the employer's needs.
Input
Resume, portfolio notes, and relevant achievements
Output
A tailored evidence bank for the application
Step 3
Draft the application assets
Create a cover letter, short outreach note, and interview prep summary using the evidence bank rather than empty enthusiasm.
Input
Hiring brief plus evidence bank
Output
A tailored cover letter, outreach message, and talking points
Step 4
Prepare the follow-up
Generate a post-application or post-interview follow-up that references the role and your fit without sounding canned.
Input
Application draft and interview notes
Output
A concise follow-up email and prep checklist
Example inputs and outputs
What the workflow looks like in practice
Example input
Input
A product marketing manager job description plus a resume showing launch work, sales enablement, and customer research projects.
Output
A tailored cover letter, bullet-point fit summary, and 6 interview talking points tied to the employer's priorities.
Example input
Input
A UX designer role at a fintech startup plus a portfolio case study and notes about collaboration with product managers.
Output
A customized outreach note, concise cover letter, and follow-up email that reference the company's product and growth stage.
Before and after
The difference between vague prompting and a reusable workflow
Before
Applications get rewritten from scratch, the letter sounds generic, and your strongest evidence never gets surfaced in time.
After
Each application starts from the hiring brief, uses your real experience, and produces tailored assets you can adapt quickly for the next role.
Related products
Use the workflow as the demo. Use the product when you need the full pack.
These pages are public by design. When you want the reusable prompts, examples, and deeper systems behind them, start here.
Promptly product
AI Productivity Prompt Pack
A broader prompt library for writing, planning, interview prep, and professional communication.
See the prompt pack
Promptly product
ChatGPT Automation Templates
Helpful if you want reusable application, follow-up, and weekly planning workflows beyond a single job search.
Explore the templates
Why these pages convert better
They show the workflow, not just the promise.
Short promise and clear audience
Step-by-step input/output framing
Before/after proof plus product pathways