Bring a resume file, paste text, link a public JD, or upload a job document.
CV + Job Description → AI report
A calmer, sharper way to prove job fit.
Upload a resume, add a job description, and JobFit AI turns the pair into an explainable match score, evidence-backed gaps, and truth-guarded resume improvements.
PDF / DOCX / URLreal-world input sources
Evidence-firstno black-box scoring
Truth guardsafer rewrite suggestions
How it works
One workflow, four accountable AI steps.
The product is designed for a clean demo: every stage is visible, inspectable, and tied to backend records rather than hidden behind a single magic button.
The backend converts files and web pages into clean, schema-ready text.
Skills, requirements, experience, and language signals become explainable match rows.
Rewrite suggestions are checked by the truth guard before they reach the UI.
System highlights
A frontend that sells the engineering story.
The redesign uses a bright bento layout and stronger hierarchy so the backend pipeline feels like a polished AI product, not a developer-only dashboard.
PDF, DOCX, TXT, links — one clean intake layer
A single analyze flow accepts practical job-search inputs instead of forcing users into rigid forms.
Every score comes with a reason
The report stores requirement-level evidence so the user can see what matched and what is missing.
Resume rewrites without hallucinated claims
Suggestions are categorized as safe, needs review, or unsupported using parsed resume evidence.
Built like an AI engineering system
Prompt names, schema versions, validation state, and run outputs are captured for diagnostics.
Ready for the live flow
Try the complete CV/JD analysis pipeline.
Use the built-in demo text or upload real files to see extraction, matching, and guarded optimization in one workspace.