From job description to application
Understand the matchShow 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.
Role evidence
Backend Engineer · Acme
Look beyond the score. See which requirements your resume supports and where context is missing.
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.
Match → Tailor → Track
Illustrative content. Your results depend on your resume and the job description.
A practical workflow
Know what to do after the score
Start with a real job description. Follow the evidence through to the application you save.
- 01
Bring your resume and the role
Upload or paste your resume, check the extracted text and add the employer’s full job description.
See what the checker reads - 02
Find the evidence that matters
Compare required skills and duties with your own excerpts. Separate demonstrated work from a skill that is only listed.
Explore resume matching - 03
Improve, save and follow up
Edit a copy for the role, save the application materials and keep notes, status updates and follow-up dates together.
Explore application tracking
From evidence to a useful edit
Make your work clearer, without adding a new story
A useful suggestion connects to something you actually did. Missing evidence is a question to check, not a skill to invent.
- Open the original excerpt behind a suggestion
- Choose which edits to accept; keep manual control
- Save a tailored copy without replacing your base resume
Your source experience
Built Python reporting APIs for the operations team.
- Before
- Built reporting services.
- After
- Built Python reporting APIs for the operations team.
This edit makes existing details explicit. It adds no invented metrics, scale or responsibilities.
Before your first match
What do I need to get started?
A resume and a complete job description. Upload PDF, DOCX, TXT, Markdown or RTF, or paste the text. Check the extracted content before you compare.
Do I need to configure an AI provider?
No. Core matching, manual editing and application tracking work without an AI provider. AI review is optional and depends on your account access and provider settings.
Does a high score mean I will get an interview?
No. The score summarizes the evidence found in the two texts. Review the source excerpts, hard requirements and information that is missing before deciding where to apply.
Will CVFit submit an application for me?
No. You submit through the employer’s process. CVFit keeps your materials and application progress organized; you decide what to send.
Your next application starts here
Make your next application count
See where your experience meets the requirements, then decide what to improve. Core matching needs no AI setup.