Real-Time AI Resume Feedback: What's It Scoring?

Quick answer: resume tools that claim "real-time feedback" aren't all measuring the same thing. Some re-score your writing as you type; others check whether your resume's keywords are backed by real experience. We built refresh.cv around the second question, so here we compare it against Rezi — one of the more detailed live-scoring tools — across three criteria: what the feedback actually measures, how it uses a job posting, and whether it separates "missing keyword" from "missing experience." We're one of the tools in this comparison, so we're not assigning ranking scores. Rezi's features below come from its own documentation (Rezi Help – Subscription Plans; Rezi User Docs – Subscription Plans) — verify current pricing and limits on each company's site before you buy.

Start by asking what the feedback is scoring

Resume feedback tools generally fall into three buckets:

• Writing-quality feedback — bullet length, verbs, quantification, grammar. This looks at how well-written the resume is, independent of any specific job.
• Job-match feedback — compares your resume against a job posting and flags missing keywords.
• Evidence feedback — splits those missing keywords into two honest categories: "you have the experience but not the wording" versus "you don't have this experience at all."

None of these is an actual employer's ATS decision or a prediction of getting hired. Rezi's own Rezi Score documentation states that real ATS platforms don't assign resumes an official score, and there's no universal "resume score" that hiring teams use. That applies to every scoring tool in this comparison, including ours.

Rezi vs. refresh.cv at a glance

"Not described in the documentation we reviewed" doesn't mean the feature doesn't exist — if this distinction matters to you, check Rezi directly.

Rezi: a quality score that updates as you type

Rezi documents this in detail. According to Rezi's official docs, the Rezi Score updates through Real-Time Analysis while you write and edit, with suggestions on bullet length, quantifiable achievements, and wording at the level of individual bullets and work entries. The score is split into five categories — Content, Format, Optimization, Best Practices, and Application Ready — and the same documentation describes 90+ as application-ready.

Add a job posting first, and Rezi surfaces related keywords to raise your Optimization score. In short, Rezi's real-time feedback bundles writing quality and keyword coverage into a single running score. Its current plan tiers and what's included at each tier are published in Rezi's subscription plan docs and help center — check those before comparing cost against any other tool.

refresh.cv: keyword fit next to the experience behind it

Our workflow runs in order: paste the job posting → we extract its requirements and ATS keywords → compare them against your resume's current wording and your actual experience → surface missing keywords and requirements with a priority order → revise based on experience you actually have. The output splits into three states: (1) keyword and evidence both present, (2) relevant experience exists but the exact wording doesn't, (3) both keyword and evidence are missing. We don't tell you to pad in keywords you can't back up, and we don't invent experience you don't have.

Worked example: an operations-role posting

Say a posting asks for "SQL," "user interviews," and "Jira," and your resume has these bullets:

• "Used SQL to pull weekly signup metrics for a report." → State 1. The keyword and the evidence both show up, so keep it and sharpen the result with a number.
• "Talked to 10 customers about pain points and cut the signup flow from four steps to two." → By writing-quality feedback alone, this is already a strong bullet — it has a number and an outcome. But against this posting, it's State 2: the experience is real, the keyword isn't. Rewrite it as "Ran 10 user interviews to identify pain points, then..." This is the first bullet to fix.
• If you've never used Jira, that's State 3. Don't add it to the resume — use it instead to decide whether to apply and what to learn before you do.

A high-quality bullet by writing standards can still need a rewrite for a specific posting. Filling in a keyword doesn't improve writing quality either. That's why we keep resume score and job-specific ATS keyword fit as two separate readouts.

Plans and Mock Apply

On the refresh.cv pricing page, Free includes 5 AI resume writes/edits and 5 resume score analyses per month, plus 1 Mock Apply report, with partial access to job-specific tailoring and ATS keyword analysis. Pro ($14.99/month) adds unlimited resume score analysis, unlimited job-specific tailoring, unlimited ATS keyword analysis with suggestions, PDF and Word (DOCX) export, and 10 Mock Apply reports per month. Max ($49.99/month) adds the latest model and 50 Mock Apply reports per month.

Mock Apply is a supporting check you run after you've already tailored your resume to a posting. One credit produces a report for one job posting, covering a fit score, likely next-step odds, interview-risk flags, probable questions, and quick fixes. It approximates a recruiter's and hiring manager's first read — it doesn't guarantee an actual hiring outcome.

Pick based on what you need checked

• Want your writing quality checked as you type, independent of any single posting? Rezi's live-updating score is built for that.
• Already have a posting and need to know what to honestly fix? Our three-state breakdown is built to set that priority order.

FAQ

Does hitting a 90+ score mean my resume will pass?

No. A tool's score reflects that tool's own criteria. Real employer ATS systems don't assign the same score, so treat any score as a guide to what to revise, not a pass/fail signal.

Do I need to fill in every missing keyword?

No. If you have the related experience, rewrite it in the posting's language. If you genuinely don't have that experience, leave it out rather than adding a keyword you can't back up.

If you have a posting ready, bring your resume into refresh.cv, paste the job description, and start with the State 2 items — the experience you already have, worded the way the posting asks for it.