Evidence-Grounded Guides

Resume & CV tailoring guides

Practical, role-specific guidance on tailoring a resume to a job description — grounded in your real experience, never invented. Every guide links to a free check you can run in under a minute.

Tailor Your CV to Any Job Description →

The core 4-step grounded tailoring workflow: bring the job, ingest your evidence, inspect coverage, review line by line.

Tailor Your Resume for a Software Engineer Job →

Role-specific guidance for SWE postings: systems, scope, and ownership instead of a longer tool list.

ATS Resume Checker →

What an ATS actually parses, what breaks it, and how to check your resume's match score for free.

Resume Match Score →

How CVFit calculates requirement coverage, the Matched / Gap / Needs Detail statuses, and how to read your score.

Zero-Hallucination AI Resume Tailoring →

How the Evidence Knowledge Graph stops an AI resume tool from inventing skills, metrics, or titles.

How to Tailor a Resume Without Lying →

The 3 mistakes that cross the line from tailoring into fabrication, and how to fix each one with proof.

Resume Keywords for ATS →

Mirror a job posting's language only where your resume proves it — not by stuffing a skills section.

CVFit vs Auto-Apply →

Why one tailored, reviewed application beats mass-sending generic resumes to hundreds of employers.

Free AI Resume Tailoring →

What the free Community plan actually includes — 10 jobs/mo, no credit card, no paywall at export.

Line-by-Line Resume Review →

How the before-and-after diff review works, and why a black-box rewrite can hide an invented skill.

How to Write a Data Engineer Resume →

Proving pipeline and platform work with evidence, not a longer tool list.

CVFit vs Generic AI Resume Tools →

Why a general chatbot rewrite and a grounded resume tailor aren't the same thing — honestly, including where DIY wins.

Not sure where to start?

Run the free match checker against a real job posting and see exactly which requirements your resume already proves.

Check my match score free