Review your resume line by line — nothing goes out without you

When CVFit tailors a bullet for a target job, it doesn't silently replace your original text. It presents the rephrased version next to your original as a clear before-and-after diff — the same review step built into the core tailoring workflow.

You read the comparison and decide: accept the suggestion as written, reject it and keep your original wording, or edit it directly in the workspace before it's locked in. Nothing moves from draft to export without that explicit choice on every single bullet.

A "Final Edit" chat assistant sits alongside the diff. It already knows your career history and the job you're targeting, so you can ask it to reword a line, tighten a sentence, or expand on a result — and the output comes back into the same accept/edit/reject flow rather than overwriting anything automatically.

Paste a resume and a job description into a general-purpose chatbot, and you typically get back one solid block of rewritten markdown. Reading it closely enough to catch every change is tedious, and tedious review gets skipped. That's exactly the condition under which a subtle addition slips through — a responsibility that got rounded up, a metric that appeared from nowhere, a tool added to a skills line because it fit the job description.

A diff removes that tedium. Instead of re-reading an entire paragraph to spot one changed word, you see precisely what changed, highlighted against what you wrote. The review that would take real concentration against a wall of text takes seconds against a diff, because the computer — not your attention span — is doing the comparison.

Reviewing every suggested line forces a useful discipline: before a bullet ships, you've already confirmed you can explain it. That's the same bar a technical interviewer will hold you to later, so the review step on the way out the door doubles as rehearsal for the conversation on the way in.

It also means the final exported resume — PDF, Word (DOCX), or Markdown, free on every plan — reflects decisions you actually made, not a model's best guess at what you'd probably approve of.