Jobs ranked by how well they fit
your actual resume
Stop scrolling through hundreds of jobs that almost fit. CareerBrains reads your resume the way a hiring manager does, then surfaces the roles most likely to hire you — scored 0–100, ranked by relevance, filtered by your preferences.
Senior Frontend Engineer
Stripe · Remote · $140k–$180k
Staff Software Engineer
Vercel · Remote · $160k–$200k
React Developer
Linear · Hybrid · $120k–$155k
Full-Stack Engineer
Notion · Remote · $115k–$145k
Why AI matching beats keyword search
Keyword search finds jobs that mention the words you typed. AI matching finds jobs that need someone with your background — even when the words are completely different.
Keyword search finds
- ✕Exact phrase matches only
- ✕Misses synonyms ("Node.js" ≠ "Node")
- ✕No context — "Python" in biology vs software
- ✕Treats all jobs equally — no ranking
AI matching finds
- ✓Semantically similar roles across all phrasings
- ✓Understands that React, Vue, and Angular are related
- ✓Knows your backend experience applies to "API engineering"
- ✓Scores and ranks every job by true relevance to you
How AI job matching works
Six steps from resume to ranked feed — the whole process takes seconds.
Upload your resume
PDF, DOC, or DOCX up to 5MB. Our parser extracts your skills, experience, education, and job titles into a structured profile.
AI converts it to a vector
Our AI reads and understands your resume semantically. We then embed the full text into a 1,536-dimension vector — capturing meaning, not just keywords.
Set your job preferences
Tell us the roles you want, where you'd like to work, your preferred work type, salary expectations, and experience level. Takes 90 seconds.
We search the entire job corpus
Every job — platform and scraped — is also embedded. We compute cosine similarity between your resume vector and all job vectors to find semantic matches.
Jobs are scored and ranked
Each job gets a combined match score: technical skills (70%), relevant experience (20%), and leadership/seniority alignment (10%). Preference filters narrow the final list.
You get a personalised feed
Your matched jobs feed shows the most relevant roles first — with match score chips, quick-apply links, and one-click deep analysis on any job.
What you get with AI job matching
More than a feed — a complete intelligent job search layer built around your specific background.
Semantic understanding
Our AI reads your resume the way a hiring manager does — understanding context, synonyms, and adjacent skills, not just exact keyword matches.
0–100 match scores
Every job in your feed gets a combined score weighted by technical skill alignment, experience depth, and seniority fit — so the best fits float to the top.
Preference-driven ranking
Set your target roles, preferred locations, work type, salary range, and experience level. The engine filters and ranks against all of those at once.
Platform + scraped jobs
We match against both jobs posted directly on CareerBrains and thousands of roles scraped from across the web — all in one ranked feed.
Scores improve as you do
Update your resume with new skills or experience, and your match scores recalculate automatically. Your feed gets smarter every time you improve your profile.
Deep per-job analysis
Tap any matched job to run a full Check Fit analysis — skill breakdown, gap report, tailored cover letter, interview prep, and a one-click tailored PDF resume.
See exactly why a job scored the way it did
Every match score is a weighted combination of three sub-scores — technical skill alignment (70%), relevant experience depth (20%), and seniority fit (10%).
Tap any job in your feed to run a full Check Fit analysis and see the complete breakdown: which of your skills hit, which are missing, and exactly what would push your score higher.
Technical skills
Tools, languages, frameworks, and domain knowledge
Experience depth
Seniority alignment and years in relevant roles
Leadership fit
Management, cross-functional, and ownership signals
Score breakdown
Example output — yours will reflect your resume
Six levers that sharpen your feed
AI scoring ranks every job against your resume. Preferences then filter and re-rank that list so only roles you’d actually consider appear — cutting out the noise without cutting out the opportunities.
List the exact roles you're hunting — Software Engineer, Product Manager, Data Analyst. The engine boosts jobs with matching titles.
Set a preferred city or region. Pair with the remote toggle to include fully remote roles regardless of where the employer is based.
Choose onsite, remote, hybrid, or any combination. Applied as a hard filter so you never see commute-heavy roles you'd decline.
Set a minimum and maximum. Jobs with disclosed salaries below your floor are filtered out. Jobs without disclosed salaries are still shown.
Entry, mid, senior, director, or executive. Prevents senior roles drowning out entry-level matches and vice versa.
Full-time, part-time, contract, or internship. Set your preferences once and the feed auto-adjusts every time you open it.
Matched a job? Go deeper with Check Fit
AI matching surfaces the right jobs. Check Fit tells you exactly how to win them — skill gaps, a tailored cover letter, interview prep, and a one-click resume PDF optimised for that specific role.
Full match score breakdown
Skills, experience, and leadership scored individually against the JD.
Keyword gap report
See exactly which skills and keywords the JD expects that your resume doesn't mention.
AI-tailored cover letter
One click to a personalised cover letter written around your background and this specific role.
Interview prep guide
5–7 predicted interview questions with strategic focus areas and how to answer each one.
Enterprise-grade matching technology, free for job seekers
CareerBrains uses the same vector embedding and semantic search technology trusted by the world’s largest tech companies. We’ve made it accessible to every job seeker — no technical knowledge required.
AI scoring engine
Every match score is calculated by our AI using semantic understanding of your background.
pgvector similarity search
1,536-dimension embeddings with cosine similarity over the full job corpus.
Results in seconds
Matching + scoring runs in under 3 seconds on a modern resume.
Multi-source job corpus
Platform jobs + scraped listings from across the web, refreshed continuously.
Stop applying to the wrong jobs
Upload your resume and see your ranked matches in under a minute — free.
AI Job Matching FAQ
Everything you need to know before you upload your first resume.
Ready to find jobs that actually want to hire you?
Create a free account, upload your resume, and see your AI-ranked job feed in under 60 seconds — scored, ranked, and filtered by your preferences.
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