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How job matching works: ranking roles against your résumé with RoleRank

Job hunting often means scrolling endless listings and guessing which ones fit. Here is how RoleRank compares new openings with your résumé and sends the relevant ones to you by text, email or your AI.

AgentStructure.AI4 min read

Works with

  • Muse.ai
  • Instinct
  • Grok
  • Claude
  • ChatGPT
  • Any MCP-capable assistant
RoleRank compares new job openings with your résumé and sends the ones that fit, so you spend less time searching.
Example alert. Names and numbers are illustrative.

Key takeaways

The short version.

  • RoleRank continuously compares new openings with your résumé and experience.
  • The most relevant roles reach you as soon as they are posted, before you go looking.
  • You can ask for a ranking of any role against your résumé whenever you like on the free plan.
  • Premium adds bulk ranking and new matching jobs sent to you, and it is free during the beta.
  • Alerts arrive by text, email, or in your favorite AI, and RoleRank only reports: you decide whether to apply.

Who it is for

Why does finding the right job take so much scrolling?

  • Most people searching for work know the routine.

  • The problem is twofold.

  • RoleRank is built for that gap.

Most people searching for work know the routine. You open a job board, type a title, and get hundreds of results. Many are near-duplicates, some are a poor fit, and the good ones may have been up for days before you saw them. Then you read each description and try to judge it against your own experience, one tab at a time.

The problem is twofold. First, timing: a strong role can attract applicants quickly, and checking boards by hand means you often arrive late. Second, relevance: a title that sounds right can hide requirements you do not meet, while an oddly named role can be a great match.

RoleRank is built for that gap. It continuously compares new openings with your résumé and experience, so the opportunities most relevant to you can reach you before you have to go looking for them. It is for anyone who would rather read a short, relevant list than scroll a long one.

Use cases

4 ways people use How job matching works: ranking roles against your résumé.

  1. New match alert

    1. You want to hear about a strong role the day it appears

    Say you are an operations professional hoping to move into a manager role. Instead of refreshing job boards every morning, you let RoleRank watch for you. When a new opening lines up with the strongest skills on your résumé, it is texted to you with an apply link.

    What you do next is simple: read the posting, decide if it is worth your time, and apply while it is still new. The alert saves you the searching, and the decision stays yours.

  2. Fit and gaps

    2. You are not sure whether a role really fits

    Suppose a posting looks interesting but the requirements list is long. You ask whether anything new fits your résumé, and RoleRank answers with the role that ranks high, why it fits, and what it may be missing.

    That second part matters. Knowing the possible gaps before you apply helps you decide how to tailor your résumé or cover note, or whether to skip the role and save the effort.

  3. Bulk ranking

    3. You have a pile of postings to sort through

    Maybe a friend sent you ten links, or you saved a dozen listings over the week. Reading them all against your résumé is slow. With bulk ranking, a Premium feature that is free during the beta, you can have them ranked together.

    You then spend your energy on the top few and let the rest go. The ranking tells you where to look first; reading the postings and choosing where to apply is still up to you.

  4. Ask anytime

    4. You want to check a single role on your own schedule

    Not everyone wants alerts all the time. On the free plan you can rank jobs against your résumé whenever you ask. If you find a listing on your own, you can check how it compares before deciding to put in the work of applying.

    This works well for people who are employed and only looking casually. You stay in control of when to look, and you still get a clear answer about fit.

On your phone

What the alerts look like.

New role posted

Figure 1

A new opening that matches your résumé, texted with an apply link.
Fit check

Figure 2

Your AI flags a high-ranking role and explains the fit.
Sorting a batch

Figure 3

Ranking several saved postings together.

Example alerts. Every name, number and event shown is illustrative.

How to

How do I set up RoleRank?

  1. Step 1

    Open [rolerank.me](https://rolerank.me) and sign in.

  2. Step 2

    Pick what to watch, so RoleRank knows which kinds of roles matter to you.

  3. Step 3

    Choose how you want to hear about matches: text, email, or your favorite AI.

  4. Step 4

    To use your AI assistant, open the app's connect page and copy the API key and MCP address into your assistant.

RoleRank reports and ranks. It does not apply to jobs for you or give career advice, and you decide what to do with each alert.

Open How job matching works: ranking roles against your résuméConnect your AI

FAQ

Frequently asked questions.

What does RoleRank compare jobs against?

It compares new openings with your résumé and experience, so the roles it surfaces reflect your own background.

What is included in the free plan?

The free plan lets you rank jobs against your résumé whenever you ask.

What does Premium add?

Premium adds bulk ranking and new matching jobs sent to you. Premium is free during the beta.

How will I receive alerts?

You can receive them by text, by email, or in your favorite AI. A personal AI such as Instinct or Muse is a natural fit.

Will RoleRank apply to jobs for me?

No. It tells you what fits and links you to the posting. You decide whether to apply.

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