JobFit
See where your CV proves the role—and where the evidence is missing.
JobFit compares CV evidence with job requirements to surface role-fit signals, evidence gaps, and areas that need stronger application preparation.
02 · The Problem
Job descriptions are dense, inconsistent, and difficult to compare against the evidence already present in a CV. Candidates spend hours guessing whether their experience matches recruiter criteria.
03 · Why I Built It
Job descriptions are dense and inconsistent. I wanted a clearer way to see what my existing experience actually proves before tailoring or applying.
04 · How It Works
Requirement Extraction
Parses unstructured job postings into discrete competency and experience requirements.
Evidence Cross-Referencing
Maps verified portfolio case studies and CV bullet points against extracted requirements.
Gap Analysis
Highlights confirmed proof points, partial matches, and unaddressed requirements.
Application Strategy
Generates targeted interview talking points grounded strictly in documented achievements.
05 · Key Product Decisions
Focusing on demonstrated project impact rather than superficial keyword density creates truthful applications.
Scores are conservative and require documented project proof rather than inflated claims.
Enables real-time evaluation directly while browsing job boards without copy-pasting into external tools.
Must accommodate varying DOM structures across LinkedIn, Indeed, and greenhouse boards.
AI is prohibited from inventing experience; it only organizes and evaluates verified input data.
User must provide thorough initial CV and project documentation.
06 · The Product Experience
Direct evidence from the working interface
Visual artifacts are presented truthfully without synthetic mockups or fabricated marketing metrics.
07 · What I Built / My Role
Identified the application friction problem and created the evidence-matching taxonomy.
Designed high-density split-screen comparison UI and gap callout badges.
Built Chrome extension manifest v3 architecture, DOM parser, and local data store.
08 · Implementation Technologies
Only technologies and architectural patterns actually deployed:
09 · Current Maturity & State
Working browser extension prototype tested against real design leadership and product postings.
10 · Recruiter Evidence
Information architecture, AI-assisted analysis, evidence mapping, product thinking, and browser/frontend implementation.
11 · Reflection & Next Steps
Job applications should be founded on substantiated evidence. Tools that illuminate genuine alignment are far more valuable than tools that generate synthetic fluff.
Explore JobFit
Interested in the implementation details, product architecture, or live demo?