What CareerGru's CV Check Actually Looks At

A recruiter-grade CV review is not a grammar polish. Here's how CareerGru scores structure, ATS, and the lines that cost you interviews, and how to use the report.

Most CV tools tell you your document looks professional. That is the least useful sentence in hiring. Recruiters already assume the file opened. What they need is proof you can do the work, in a layout a parser and a human can both scan in a few seconds.

CareerGru's CV Check is built for that first pass. You upload or paste your CV. You get a structured report: a CareerGru Score, what is working, what is costing you interviews, and rewrites you can accept or skip. The first check is free so you can see the bar before you spend credits.

What the score is (and is not)

The CareerGru Score is a 0–100 job-readiness read of *this* CV, as written. It is hiring-informed and AI-assisted. It is not a promise of interviews, and it is not an ATS vendor's official score. Treat it like a tough reviewer in the room: useful, opinionated, worth arguing with.

If a line looks harsh, it is usually pointing at a real gap: weak bullets, buried impact, missing structure, or skills that appear in a list but nowhere in your experience.

The four things the check cares about

Structure. Can a parser walk heading to heading? Single column, standard titles (Experience, Education, Skills), dates that read as dates. Fancy two-column layouts and text boxes look designed. They often parse as soup.

Scan zones. Title, latest role, first bullet of each job, skills. That is where an 8-second scan lives. If those zones are duty lists, the rest of the page rarely gets a fair chance.

Evidence. "Responsible for managing a team" is a job description. "Led a 6-person squad that cut onboarding from 14 days to 5" is a claim a hiring manager can test. The check flags bullets that never leave the duty list.

Honesty under AI. Polished fluff is cheaper than ever. Inflated skills, round-number metrics you cannot defend, and summaries that could sit on anyone's CV all read as generated. The report prefers fewer, true claims.

> [!mistake]
> Treating a green "ATS friendly" badge as the finish line, then sending the same CV to every role.

> [!fix]
> Use CV Check to fix the baseline document. Then run CV vs JD on the roles you actually want, and tailor from there.

How to use the report

1. Read the verdict and the top findings first. Those are the expensive problems.
2. Accept the rewrites that still sound like you. Skip anything you could not say in an interview.
3. Fill real numbers where the draft leaves a placeholder. CareerGru does not invent metrics for you.
4. Export when the page is something you would defend. Then check again if you want a new score on the improved file.

Who it is for

Freshers, switchers, and experienced professionals all hit the same two readers: software and a tired human. The check is the same idea for both. The difference is what you put in: projects and internships still need impact language; senior CVs still need a scan-friendly first page.

If you only do one CareerGru tool this week, start here. A messy baseline makes every later tailor fight the document instead of the job.

By Salman Akhtar. Run CV Check · Match a JD · Role guides