JobFit AI is a free no-login ATS resume matcher. Paste one resume and one target job description to get a match score, missing keywords, ATS risks, evidence-based rewrite prompts, a cover letter draft, and interview questions. The MVP is tuned for analyst applications and does not create a saved resume profile.