Introducing CV Scoring: See Your Resume Score and Fix It in One Click

Here is the worst part of job hunting: the silence.

You spend an evening tailoring your CV, hit apply, and then nothing. No reply, no feedback, no score. A week later a generic rejection lands in your inbox, or nothing lands at all. You are left guessing. Was it the summary? The formatting? Did an ATS quietly bin it before a human ever looked?

I have been on the other side of that inbox as a hiring engineer, and the honest answer is that most people never find out. The feedback loop that would actually help you improve just does not exist.

So we built one. It is called CV Scoring, and it is live on JobSprout today.

Score your CV in seconds, for free

Go to the ATS resume checker, paste your CV text or drop in a PDF, and watch a score stream in. No account, no paywall, no "enter your email to see results". You get a number out of 100 and a full breakdown of what earned it.

The score is not a vibe. It breaks down into the things that actually decide whether you get read:

• ATS and Formatting: can an applicant tracking system parse your CV, and is the layout clean and typo-free?
• Impact and Quantification: do your bullets show results with numbers, or just list duties?
• Contact Information: is the basic stuff present and readable?
• Completeness and Structure: are the right sections there, in a sensible order, with enough depth?

On top of that, it scores the sections your CV actually has: work experience, skills, education, and so on. A missing section never shows up as a phantom zero. You only get judged on what is there.

One thing I care about a lot: the score is deterministic. The same CV always returns the same number. This is not ChatGPT giving you a slightly different mood reading every time you ask. It is a purpose-built engine, and if you fix a real weakness, the number moves for a real reason.

The part everyone shares: roast mode

Most people do not enjoy staring at their own flaws in a neutral tone. So we added a toggle.

Flip on roast mode and the same score, the same real weaknesses, and the same fixes come back, just delivered by a gleeful villain who is having the time of their life at your CV's expense. The number does not change. The advice does not change. It just gets funnier and considerably more brutal.

There is even a "hear the roast" button that reads the verdict out loud in a suitably unhinged voice. It turns out that watching a robot cackle at your resume and then hand you the fix is a lot more motivating than a polite report. It is also the kind of thing you screenshot and send to a friend who is also job hunting, which is exactly the point.

To be clear about where the line is: roast mode roasts the page, never the person. It never touches your name, age, background, schools, or gaps. It laughs at weak verbs and missing numbers, not at you.

Fix it in one click

A score you cannot act on is just anxiety with a number attached. So every weakness comes with a concrete rewrite, and applying it really is one click.

Hit Apply on any suggestion, or Fix all to take the lot, and the rewrite goes straight into your CV. You watch it land live in the preview, and the score marks itself out of date so you know to re-run it. You decide which fixes to apply, one at a time or all at once, so nothing changes that you did not ask for.

This is the same approach we take everywhere in JobSprout: the AI refines your actual content, it does not replace it with generic filler. You choose what to apply, and you can still explain every line of your CV in an interview, because it is still yours. For more on why that matters, see our take on why fully AI-generated resumes backfire.

Score against a specific job

The free public checker tells you how strong your CV is in general. Inside the app, you can go one step further and score it against a specific role.

Paste a job description or pick a saved role and a Job Fit lens joins the report. Now the score answers a sharper question: how well does this CV fit this job? It looks at the skills the posting asks for that your CV actually evidences, whether your seniority lines up, and whether you speak the role's language where your experience genuinely supports it.

Attach a job and the Job Fit lens shows how well your CV matches that exact role

A great CV aimed at the wrong role lands in the mid-60s, not a crater. That is deliberate. It reads as "good resume, wrong target" rather than punishing you for a mismatch. When the fit is low, you can send the whole thing through one-click job tailoring and then re-score to watch the number climb.

The loop that actually improves your CV

Put together, this is the feedback loop job hunting never gave you:

1. Score your CV and see the exact gaps.
2. Fix them in one click, watching your CV update live.
3. Re-score to confirm the number went up.
4. Attach a job and repeat for fit.

It is the difference between firing 40 applications into the void and actually knowing your CV is strong before you send it. Most first drafts land in the 50s and 60s. The checker shows you the specific changes that move you up a band, and then makes them for you.

What it costs

The public ATS resume checker is free and always will be. Score your CV, see every fix, no sign-up required. You only need a free account if you want to save or download the improved version.

Inside the app, your first score is free, and after that a fresh score costs credits (the same way tailoring and cover letters do). Re-opening a score you already ran on an unchanged CV is free. You pay for new analysis, not for looking at the same result twice. Applying the fixes is free.

Try it

If you have been sending out applications and hearing nothing, this is the tool I wish I had when I was on the other side of the desk.

• Score your CV free, no sign-up: ATS resume checker
• Or create a CV on JobSprout and score it against a specific job

And if you want to go deeper on the fundamentals, we have full guides on ATS optimisation, quantifying your achievements, and what hiring managers notice in the first 7 seconds.

Questions, or a roast too savage to survive? Email david@jobsprout.ai or connect on LinkedIn.