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From job description to application

Understand the match.
Show your experience.

CVFit compares your resume with a job description, connects requirements to your experience, and keeps each tailored CV with its application.

Core matching and tracking are free. AI review is optional.

Try the workflow

Example data

Role evidence

Backend Engineer · Acme

82%Match

Look beyond the score. See which requirements your resume supports and where context is missing.

Python APIsRelated experience
Cloud deliveryPartial context
ObservabilityNeeds evidence
Inspect an evidence example

Requirement: build Python APIs. Resume excerpt: “Built Python reporting APIs for the operations team.” This supports API experience; scale and production ownership still need context.

Illustrative content. Your results depend on your resume and the job description.

Evidence you can inspect

See source excerpts alongside job duties. Review what is related, partial or still missing.

Edits you control

Source checks flag possible invented claims. You choose which suggestions to apply and what to save.

A record you can return to

Working drafts stay separate from saved application copies. Compare changes and keep status history.

One place to prepare your next application

Clear by design

A score is a starting point.

CVFit explains signals in your text. It cannot verify your employment history or predict an employer’s decision. Use the evidence to make your experience clearer, and add only claims you can support.

AI Resume Matcher & Job Application Tracker | CVFit