You have one resume. Maybe it's been sitting in a folder since your last job change. Maybe you just got laid off this morning and the clock is running. Either way, you need to apply to multiple positions — in multiple directions — and each application needs to feel targeted, not generic.

Manually tailoring a resume for five different roles takes hours. The AI Job Search Assistant compresses that into about 20 minutes, including review time.

The Situation

The trigger is usually one of two things: your boss mentioned you should "refresh your resume," which is a signal worth taking seriously — or a layoff notice landed and you need to move fast.

In either case, you have one generic resume — likely a PDF or DOCX you last updated 12 to 18 months ago. It lists everything you've done, roughly in order, without any particular optimization for the specific roles you're pursuing right now. That document is your raw material.

The problem isn't that the resume is bad. The problem is that a single document can't simultaneously be optimized for a Senior Product Manager role, a Growth Strategy role, and a Program Director role. Each of those emphasizes different skills, uses different language, and signals competency in different ways. A hiring manager reading a resume will notice — and dismiss — a generic application within seconds.

You know this. You just don't have time to do five separate rewrites.

The Workflow: AI Job Search Assistant

The AI Job Search Assistant (resume_to_job_ready) is a three-phase interactive workflow. It doesn't just rewrite your resume — it analyzes it, identifies the job directions that fit your actual background, asks you to confirm before proceeding, and then generates one tailored resume per direction.

Phase 1: Profile Analysis

Upload your resume — PDF or DOCX both work. The agent reads the full document and builds a structured model of your background: the roles you've held, the skills demonstrated, the industry context, and the tone and framing you've been using to present yourself.

After analysis, the workflow pauses at a checkpoint. The agent presents its interpretation of your profile: the job titles it would associate with your background, the skills it would emphasize, and any framing choices it made. You review these inline and correct anything that feels off. Maybe the agent over-weighted a skill from a project you did years ago. Maybe it under-emphasized a recent leadership role. You fix it, then click Continue.

This checkpoint is important. The output quality of the entire downstream process depends on having an accurate profile. Taking 90 seconds here saves you from getting five resumes that are all slightly wrong in the same way.

Phase 2: Job Direction Selection

With your profile confirmed, the agent identifies three broad job direction categories that fit your background — for example: "Technical Program Management," "Product Operations," and "Growth and Strategy." Within each category, it surfaces up to five specific position types.

A second checkpoint: Job Selection. You pick which directions you want to pursue. You can select one, three, or all five. This is where you apply your own judgment about what you're actually interested in and what the market looks like right now.

Phase 3: Resume Generation

For each direction you selected, the agent generates a tailored resume that reorders experience, adjusts skill emphasis, rewrites summary sections, and selects the language that best fits the target role. Each resume comes in two formats: TXT for easy editing and PDF for direct submission.

Additionally, the workflow generates an application tracking spreadsheet (XLSX) pre-populated with the positions you selected, space for status tracking, and columns for notes, next steps, and contact information.

What You Have at the End

After about 15-20 minutes (including the two checkpoints), you have a ZIP file containing:

  • 3 to 5 tailored resumes — one per selected direction — in TXT and PDF format
  • An application tracker spreadsheet ready for your first entries

You're not done with your job search, but you have the core materials in hand. Each resume is already differentiated. You can open any of them, make final personal edits, and submit the same day.

Compare that to the alternative: opening a blank document, staring at your old resume, and trying to manually restructure it for each of five roles while under time pressure. The workflow doesn't eliminate the judgment calls — it handles the mechanical production work so you can focus on the judgment calls.

Inputs and Outputs

Input: Your resume as a PDF or DOCX file. One file is all that's required.

Output: One tailored resume per selected direction (TXT + PDF), plus one application tracking spreadsheet (XLSX).

Interactive checkpoints: Profile review after Phase 1, job direction selection after Phase 2. Both are inline — no separate forms or interfaces.

Estimated time: 15–20 minutes end to end, depending on resume length and how many directions you select.