To find jobs based on your resume, a matching tool reads your resume into a profile, compares that profile with posted jobs and ranks them. The ranking is only as good as the profile and the method. Judge the results by reading the stated reasons and by looking for jobs that should have appeared and did not.
Resume matching is the process of turning a resume into data and comparing it with job postings to rank the jobs that fit. Job matching is the wider term for the same idea, and it can use the resume, preferences or both. This post explains the two main methods, what a good result looks like, and how Zorlya does it.
How does a tool find jobs that match my resume?
A matching tool does three things in order. It reads the resume into fields such as skills, roles and dates. It collects postings and reads them the same way. Then it compares the two and sorts the jobs by how well they fit.
The comparison is where tools differ. Some match words. Some match meaning. Many combine both, then add checks for things a comparison cannot see, such as location and pay.
What is the difference between keyword and meaning-based matching?
Keyword matching looks for the same words in the resume and the posting. Meaning-based matching turns text into numbers that place it by subject, so texts about similar work land close together even when the words differ.
| Method | What it finds well | What it misses |
|---|---|---|
| Keyword matching | Exact terms, such as a tool name or a licence | Jobs that describe your work in other words |
| Meaning-based matching | Jobs close to your work under different wording | Numbers, negation and must-have versus nice-to-have |
| Both, with separate checks | A wider pool, then a fair ranking | Anything the posting leaves out |
The post on how embeddings match your resume to jobs explains the second method in detail, including what it cannot do.
How do you judge the results?
Do not trust the top of the list on sight. Use these checks on the first ten results.
- Read the reason. A good reason names a skill you have that the posting asks for, and a part of your work that fits a requirement. A reason that would fit any job tells you nothing.
- Check the level. Look for jobs far above or below your experience. If many are, your profile may be missing seniority signals.
- Check the place and arrangement. A job that fits your work but not your location or remote preference should rank lower, not vanish.
- Look for misses. Search for a job you know exists in your field. If a close one is missing, the tool may not read that employer, or your profile may lack the terms it uses.
- Follow the source. Each job should say where it came from and link to the original posting. Apply there, not to a copy.
If results look wrong, fix the profile before blaming the method. Missing skills and an empty headline give any tool little to work with.
How does Zorlya find jobs that match your resume?
You upload a resume in the app. Zorlya reads it into a profile and compares it with jobs collected from 130+ sources, public boards and applicant tracking systems among them, across every country we can reach. It collects roles from private companies, government and public agencies, state-owned enterprises, banks, universities, nonprofits, international organisations and social enterprises. See where the jobs come from.
Jobs appear in your feed after you sign in. The public site shows no jobs. The feed lists scored jobs, best first, with a “For you” tab and a “New today” tab. Each score is out of 100 and shows four parts, resume fit, skills match, salary fit and location fit, and seniority counts too when the posting states a level. Press refresh and each match Zorlya keeps gets a short reason written for that job. The method is in how Zorlya scores a job. It is free for job seekers, with no card to sign up, and the paid plans, Plus and Pro, add more use of the writing tools, research with AI, Gmail sync and, on Pro, AI client access. See pricing for the plans.
You can press refresh to have the best matches reranked and explained again by a language model. Your resume stays in Zorlya’s database and is sent to a model only when a task needs it, as what happens to your resume in matching explains.
What should you expect from any job matching tool?
Expect a pool of candidates, not a verdict. A score says how closely a posting matches what you have done and asked for. It cannot see who else applied or what the hiring manager wants that the posting left out. Expect gaps in coverage too: no tool reads every employer, and the post on what a job index holds and what it cannot tell you explains why.
Questions people ask
Can I find jobs that match my resume without signing up?
On Zorlya, no. The public site shows no jobs, and the feed is inside the app after you sign in. Other tools work differently, so check what each one asks for first.
Why do jobs that match my resume not show up?
The tool may not read that employer, the job may be too new, or your profile may lack the terms the posting uses. Add the missing skills and a clear headline, then check again.
Does a high match score mean I will get an interview?
No. It means the posting fits your profile closely. Hiring depends on other applicants and on factors the posting does not state.
How often should I update my resume for matching?
Update it after a real change in your work, and re-upload so the profile is read again. Changing wording with no change in experience gains little.
What we know and what we do not
Zorlya reads your resume into a profile, ranks collected jobs for it in the app after sign in, and shows a four part score for each job, with a reason for each match you refresh. We have no published figure for how often the first pass surfaces a job a person would rate highly, so we make no accuracy claim. We do not read every employer, and a missing job does not mean no such job exists.