Switching Industries? Rewrite Your Resume for the New Role

A resume tool for a career change should pull the requirements and ATS keywords out of the new job posting, then check them against the experience already documented in your resume so revisions stay grounded in what you actually did. This article compares refresh.cv, Teal, and Rezi across five criteria: keyword extraction, evidence matching, how each tool guides rewrites, cover letter support, and pricing transparency. A worked example, moving from three years of B2B sales into a growth marketing role, shows how to sort each requirement into one of three buckets before rewriting a single bullet.

We build refresh.cv, an AI resume tool, and our product is one of the three compared here. For Teal and Rezi we cite only what their own documentation states, and where we could not confirm a feature against a source we can point to, we say so instead of guessing.

Where Career-Change Resumes Get Stuck

Most career changers already have relevant experience. What stalls their resume is language: the work is real, but it is not written in the words the new posting uses. Rezi points to exactly this gap: a resume that says "managed client relationships" may not register with an ATS scanning for "account management," even when the underlying work matches (Rezi: How to Tailor Your Resume).

The fix starts with breaking past roles into individual actions. CareerOneStop suggests listing the core tasks of a previous job and marking the verbs in each one, since those action words are what surface transferable skills (CareerOneStop). Wharton Online adds that the experience section of a career-change resume should not list everything from a past job; it should keep only the responsibilities that connect to the target role (Wharton Online).

Three Buckets for Every Requirement

Check each requirement in the posting against your resume and it will land in one of three buckets. This is the sorting logic refresh.cv's tailoring flow is built around.

Career changers get the most value from fixing the middle bucket first: it surfaces real work without inventing anything new. A resume with many items in the third bucket is a signal to reconsider the target role rather than the wording. Rezi makes a similar point: if a posting's keywords cannot be connected to any real experience at all, the role or field may not be the right target right now (Rezi: How to Target a Job Description).

Example: B2B Sales to Growth Marketing

Say a growth marketer posting lists funnel analysis, campaign performance measurement, CRM segment management, content planning, and SQL as requirements. Checked against three years of B2B sales experience, the requirements split like this:

• Client communication: Already on the resume, backed by real proposal-meeting experience. Bucket one, move to the summary.
• CRM segment management: The resume currently says "managed customer lists." If the work actually involved segmenting customers by industry inside a CRM, that is bucket two.
• Campaign performance measurement: Tracking reply rates on outreach emails counts as bucket two, but running paid ad campaigns is a different scope; do not stretch the wording to cover it.
• SQL: You have never used it professionally. That puts it in bucket three. Enrolled in a course but not yet using it professionally? List the course under education, nothing more.

A bucket-two rewrite looks like this:

• Before: Managed assigned client list and maintained regular contact
• After: Segmented customers by industry in CRM and tracked reply rates on segment-specific outreach to prioritize follow-up

The rewrite uses the posting's own terms (CRM, segment, tracked) without adding experience that was not there. Any real numbers should come from your own records, not from a placeholder guess.

Format and the Cover Letter's Job

A combination format, listing skills and achievements before a chronological work history, is commonly recommended for career changers. Indeed explains that this format puts a skills-and-accomplishments section first and chronological history second, directly addressing a thinner track record in the new field (Indeed). A skills-only functional format is riskier: Resume.io recommends reverse-chronological or combination formats for online applications, reserving a purely functional resume for cases where it is handed directly to a hiring contact (Resume.io).

The cover letter is where the transition story that does not fit cleanly into resume bullets belongs. Rezi's career-change cover letter guidance recommends addressing a named hiring manager when possible, framing the reason for changing fields around genuine interest in the new area rather than dissatisfaction with the old one, naming any new coursework or certifications, and closing with a request for an interview (Rezi: Career Change Cover Letter). Achievement statements in the cover letter should draw only from bucket-one and bucket-two items already confirmed on the resume, so the two documents do not contradict each other.

Three Tools on Five Criteria

We compared refresh.cv, Teal, and Rezi using only claims stated in each company's own product pages or documentation. This is not a ranking; which tool fits depends on the language of the posting you're applying to and how you like to work.

If you're applying broadly and want application tracking alongside keyword matching in one place, Teal's Job Tracker feeding into its Job Matcher is worth a look (Teal). Want the three-bucket view of keywords against evidence in an English-language flow? That is the model refresh.cv is built around.

Revising a Career-Change Resume in refresh.cv

1. Paste the target job posting to extract its requirements and ATS keywords.
2. Compare the wording and experience evidence already in your resume to sort each requirement into one of the three buckets.
3. Rewrite bucket-two items first, using the posting's own terms for experience you already have.
4. Draft a matching cover letter from the same confirmed evidence, then use Mock Apply to check your materials before you submit.

Current pricing, per the refresh.cv pricing page: Free is $0/month with 5 AI resume edits, 5 resume score analyses, starter templates, and 1 Mock Apply credit monthly. Pro is $14.99/month with unlimited resume and cover letter AI, unlimited resume scoring, job-specific tailoring, and 10 Mock Apply credits monthly. Max is $49.99/month with priority access to the latest model and 50 Mock Apply credits monthly. Prices and limits can change, so confirm them on the page before you subscribe. If you're weighing a subscription against just prompting ChatGPT yourself, our comparison of AI resume tool subscriptions versus ChatGPT covers that question directly.

FAQ

I only have a bootcamp or certificate, no direct work experience. Where does that go?

List the program name, institution, and dates in your education or certifications section, factually. Tools covered in the course can go in a separate skills section instead of stretching them into experience bullets. Wharton Online notes that a dedicated "Technical Skills" section lets you include posting keywords without writing a long usage history for each one (Wharton Online).

Do I need a completely new resume for every posting?

Keeping one master resume with your full experience, then adjusting the order and wording per posting, is the more efficient approach. Rezi recommends this same master-resume model, adapting keywords for each target posting from that single base document (Rezi).

What's the difference between a resume score and job fit?

In refresh.cv, resume score looks at document-level quality: specificity, achievements, wording, and grammar. Job fit looks at how much of a specific posting's requirements and keywords appear in your resume, backed by evidence. A high score does not guarantee a high fit with any single posting, which is why we check them separately.

If my job-fit score is high, does that mean I'll get past the screen?

A fit score reflects keyword and evidence overlap between your resume and one posting. Screening outcomes depend on each employer's own ATS setup and hiring criteria, which we cannot see or predict. Use the score to close gaps and prioritize revisions rather than predict an outcome.

If you have a posting open right now, paste it into refresh.cv and start with the bucket-two items where you already have the experience but not yet the words.