Tell it your story once. Get a tailored resume for every job.
FitForward builds a verified Career Profile from a conversational interview, then for any job you paste, scores your match, models likely pay, and generates a truth-checked tailored resume named for that job.
How it works
Tell your story once
A staged conversational interview turns your experience, accomplishments, skills, and goals into a Career Profile of individual claims. You can also import an existing resume and get the same claims extracted for you.
Verify every claim
Nothing is used until you check it. Only claims you verify in Review count toward scoring and resumes, and imported or extracted claims always land unverified.
Paste a job
Paste a job link or the posting text. FitForward parses it, shows you the fields it found, and lets you correct anything before scoring.
Get the score, the read, and the resume
An explained match score, a salary read, a tailored resume named for that job, and a full application pack - all built only from your verified claims.
What you get for each job
Explained match score
A percentage with the subscores and evidence behind it, plus hard filters that can block a job outright. You see why, not just a number.
Honest salary read
When a range is listed, you get a likely band and the probability of meeting your target. When pay is not listed, FitForward says so - it does not invent market numbers.
Truth-checked tailored resume
A resume per job, rephrased and reordered from your verified claims only, with a truth check that traces every bullet back to the claim it came from. Download as PDF or DOCX.
Full application pack
JD decode, ATS alignment with gaps labeled honestly, a fit matrix, a bullet coach, interview prep, STAR answer scaffolds, and a cover letter.
Principles and honest limits
- Never invent experience: rephrase and reorder only, every bullet traces to a claim you verified.
- Scores are modeled estimates with their evidence shown - never a promise of an outcome.
- Gaps are labeled as gaps. The pack shows what a job wants that your profile does not evidence, and tells you not to add it.
- Encrypted per-user storage, with a beta allowance of 25 tailored resumes.
- No auto-apply. You review everything and apply yourself.
Start with your story
Sign in with your email - no password to remember. Your first profile takes a few minutes, and every job after that starts from it.