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New grads: finding entry-level roles that fit, with RoleRank

Entry-level postings fill up with applicants fast, and scrolling job boards all day is a poor use of a new grad's week. RoleRank compares new openings with your résumé and sends the relevant ones to you.

AgentStructure.AI4 min read

Works with

  • Muse.ai
  • Instinct
  • Grok
  • Claude
  • ChatGPT
  • Any MCP-capable assistant
RoleRank compares new job postings with your résumé and texts you the ones that fit, so you can apply early.
Example alert. Names and numbers are illustrative.

Key takeaways

The short version.

  • The problem: new grads spend hours searching job boards and still miss good postings.
  • RoleRank continuously compares new openings with your résumé and experience.
  • Relevant roles reach you by text, email, or your favorite AI, as soon as they are posted.
  • Ask your AI whether a role fits and what it may be missing before you apply.
  • Free plan ranks jobs whenever you ask; Premium, free during the beta, adds bulk ranking and new matches sent to you.

Who it is for

Why is finding a good entry-level job so exhausting?

  • If you are about to graduate, or just did, you know the routine.

  • The hard part is not only the volume.

  • RoleRank is built for this.

If you are about to graduate, or just did, you know the routine. You open several job boards, type in the same searches, scroll past roles that clearly are not for you, and close the tab with no idea whether you missed something. Tomorrow you do it again.

The hard part is not only the volume. A good posting can be live for only a short time, and you often find it days late. Many titles sound right but ask for things you do not have, while others sound odd yet suit your coursework and internships perfectly.

RoleRank is built for this. 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 reports what it finds. You decide what to apply for.

Use cases

4 ways people use New grads: finding entry-level roles that fit.

  1. Early to apply

    1. You want to apply early instead of finding out late

    Situation: you check boards in the evening, and the posting you would have loved went up that morning. You hear about it from a friend.

    With RoleRank, a new opening that matches your résumé is texted to you when it is posted. For example: a new Operations Manager role was just posted, it matches the strongest skills on your résumé, and an apply link is included. You read it on your phone, open the link, and apply while the posting is fresh.

  2. Fit check

    2. You are unsure whether a role is really a fit

    Situation: a listing looks interesting, but the requirements are a long list and you cannot tell if you are a realistic candidate.

    Ask your AI whether any new jobs fit your résumé. RoleRank answers with roles that rank high for you, why each one fits, and what it may be missing. You then choose: apply as is, tweak your résumé to show the relevant experience, or move on and save your energy.

  3. Bulk ranking

    3. You are sorting through a pile of saved postings

    Situation: over a few weeks you have saved a dozen or more postings in a browser folder, and you cannot tell which deserve a tailored application.

    The free plan ranks jobs against your résumé whenever you ask. Premium adds bulk ranking, which is free during the beta. Rank the whole batch at once, see which ones sit at the top, and put your time into those applications first.

  4. Searching on autopilot

    4. You are too busy with finals or a current job to search

    Situation: you are finishing a degree, working part time, or both. Daily searching is not realistic.

    Premium adds new matching jobs sent to you, free during the beta. Choose what to watch once and let RoleRank do the comparing in the background. Alerts arrive by text, email, or in your favorite AI, and you act on them when you have a free minute.

On your phone

What the alerts look like.

New match

Figure 1

A fresh posting that fits, texted to you
Fit check

Figure 2

Asking your AI before you apply
Batch ranked

Figure 3

Your saved postings, ordered by fit

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

    Add your résumé and experience, and pick what you want RoleRank to watch.

  3. Step 3

    Choose how you want alerts: 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 the assistant.

  5. Step 5

    Ask for new jobs that fit your résumé, or wait for matches to arrive.

RoleRank reports and ranks. It does not apply for you or act on your behalf, and it is not career, legal, or financial advice. Premium features are free during the beta.

Open New grads: finding entry-level roles that fitConnect your AI

FAQ

Frequently asked questions.

What does RoleRank actually do?

It continuously compares new job openings with your résumé and experience, and sends you the most relevant ones as soon as they are posted.

How will I receive the alerts?

By text, by email, or in your favorite AI. A personal AI such as Instinct or Muse is a natural fit if you like asking questions in conversation.

What is included in the free plan?

You can rank jobs against your résumé whenever you ask. Premium adds bulk ranking and new matching jobs sent to you, and Premium is free during the beta.

Will it apply to jobs for me?

No. It tells you what fits and what may be missing, and you decide whether to apply.

Are the example alerts real postings?

No. The roles and messages in this article are illustrations of how alerts look, not real news.

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