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Think like a recruiter before you apply

If you were the recruiter, would you invite yourself to an interview?

See how a recruiter would score your CV against the job you want, before you apply.

For AI/ML, data & tech0 to 5 years experience

See how the score works

First check free. No card required.

AI/ML Engineer

2 years experience

Example

76%Interview Score

How your CV matches this job

Needs Improvement

What we assess

Experience · Required skills · Candidate value

Strength

Hands on model delivery. Shipped two production ML models at your current role, which is exactly the kind of end to end delivery this job description is screening for.

Area to improve

Show cross functional collaboration. The role asks for close work with product and data engineering, but your CV only describes solo model building.

The process

How it works

  1. 1

    Add your application

    Upload your CV and paste the job you are applying for.

  2. 2

    See what a recruiter sees

    Get your Interview Score, strengths, areas to improve, and prospects.

  3. 3

    Improve before you apply

    Get your feedback report, plus an improved CV draft when it can help.

The full range of verdicts

An honest verdict, not a pat on the back

The same check reads every application differently. Strong ones hear it, weak ones hear why, and poor fits are told before the rejection email says it.

Example

Software Engineer

4 years experience

85%Interview Score

Likely Interview Candidate

Strengths

  • Strong backend ownership. Your experience owning the payments microservice demonstrates your capability to manage critical backend services effectively.

Areas to Improve

  • Quantify your impact. While you mention improving checkout API performance, providing specific metrics would strengthen your application.
Example

AI/ML Engineer

2 years experience

76%Interview Score

Needs Improvement

Strengths

  • Hands on model delivery. Shipped two production ML models at your current role, which is exactly the kind of end to end delivery this job description is screening for.

Areas to Improve

  • Show cross functional collaboration. The role asks for close work with product and data engineering, but your CV only describes solo model building.
Example

Junior Data Analyst

Less than 1 year of experience

55%Interview Score

Not a Fit

Strengths

  • Strong academic foundation. Your degree project and two internship placements show real exposure to SQL and dashboarding tools before this application.

Areas to Improve

  • Show any measurable outcome. Every bullet describes a task (built dashboards, cleaned data) with no result attached.

Built specifically for AI, data and tech

Us vs ChatGPT

Ready to use

ChatGPT

You decide what to ask

MyRecruiterCheck

CV + job. That's it.

Consistent check

ChatGPT

Depends on your instructions

MyRecruiterCheck

Same recruiter framework every time

Clear verdict

ChatGPT

Open ended response

MyRecruiterCheck

76%

Needs Improvement

Interview Score

How your CV matches this job

Unlimited chat

ChatGPT

Yes

MyRecruiterCheck

No

Example documents

From feedback to finished documents

An improved CV draft, a cover letter, and a message you can send.

Swipe or use the arrows to see all three →

Improved CV Draft

Draft

Alex Morgan

Austin, TX • alex.morgan@email.com • 512-555-0148 • linkedin.com/in/alexmorgan

Professional Summary

Software engineer with 4 years building and owning backend systems at scale, from payments infrastructure to service architecture migrations.

Work Experience

Software Engineer

Beacon Systems · Austin, TX

Aug 2023 to Present

  • Owned the payments microservice end to end, cutting checkout API latency from 800ms to 210ms by introducing request batching and connection pooling.
  • Led the migration from a monolith to a service oriented architecture, coordinating across three teams with zero downtime.
  • Mentored two junior engineers through their first year, both promoted to mid level within twelve months.

Software Engineer

Northline Systems · Austin, TX

Jun 2022 to Jul 2023

  • Built and shipped two internal tools adopted by a 15 person engineering team, cutting manual deployment steps from 6 to 1.
  • Fixed high priority bugs across the checkout and authentication services, contributing to a 30% drop in weekly incident tickets.
  • Paired with senior engineers to introduce the team's first automated test suite, reaching 60% coverage on critical paths within six months.

Education

B.S. in Computer Science

University of Texas at Austin

2018 to 2022

One page draft, ready to edit

Cover Letter

Draft

Alex Morgan

Austin, TX • alex.morgan@email.com • 512-555-0148 • linkedin.com/in/alexmorgan

Austin, TX

Dear Hiring Team,

I'm applying for the Software Engineer role because the scope you're describing, owning services end to end rather than shipping tickets, is exactly the kind of work I've spent the last four years doing.

In my current role I owned our payments microservice from design through production, cutting checkout latency from 800ms to 210ms by rethinking how we batched requests and managed connections. That kind of ownership, from architecture decisions through to the numbers that prove they worked, is what I want to bring to your platform team.

Beyond that one project, I led the migration off our monolith to a service oriented architecture, coordinating across three teams and shipping it with zero downtime. It's the kind of cross team technical leadership that only comes from being trusted with systems bigger than any one engineer's usual scope, and it's exactly the level I'm looking to keep operating at.

Beyond the technical fit, the way this role is written tells me a lot about your culture: you ask for engineers who own outcomes and grow the people around them, and that is exactly how I work. I have mentored two junior engineers through their first year, both promoted to mid level within twelve months, and a team that values that kind of contribution is the kind of team I want to join.

I'd welcome the chance to talk through where I could contribute first, and I'm confident the impact I've had so far is a strong signal for what I'd bring to your team.

Thank you for considering my application.

Yours sincerely,

Alex Morgan

Prepared with MyRecruiterCheck.com

Recruiter Message

Draft
Hiring ManagerReady to paste into LinkedIn or an email

Hi, I saw the Software Engineer opening on your team and wanted to reach out directly.

For the last four years I've owned backend services end to end, most recently a payments microservice where I cut checkout latency from 800ms to 210ms, and I led our migration to a service oriented architecture with zero downtime.

I think there's a strong fit with what you're building on the platform team, and I'd welcome a short call to discuss.

Best, Alex Morgan

Prepared with MyRecruiterCheck.com

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