AI Job Search That Matches Roles to Your Resume

Search across multiple live sources

The job search layer combines API providers, public job sources, ATS listings, and deterministic HTML extraction where available.

Rank by fit, not only keyword match

Resume-matched search compares the listing against your role, skills, experience, location, and freshness.

What job fit means

A fit score should help decide where to spend effort. It looks at title match, skill overlap, location, freshness, source confidence, and whether the resume has proof for the role.

Use a JD before applying

Every serious job description should feed the ATS checker, Resume AI rewrite, Target Brief, and mock interview prompts before the final application.

Candidate workflow, compliance, and user control

PrepNPlaced job search is designed to support responsible applications. This candidate workflow keeps user control at the center: candidates remain responsible for reviewing roles, answers, and final submissions.

How resume-matched ranking works conceptually

The ranking should compare role title, required skills, seniority, freshness, location, source confidence, and resume proof. It does not need to expose private scoring weights to explain why a role deserves attention.

When to tailor, skip, or prepare first

High-fit roles deserve a tailored resume and mock interview practice. Stretch roles may need a learning roadmap before applying. Low-fit roles should usually be skipped unless there is a clear reason to invest time.

Safe application workflow

The strongest workflow is human-controlled: find roles, compare fit, improve the resume, practice likely gaps, and apply after reviewing the company, role, location, and recruiter questions.

External recruiter questions require review

A job workflow should never guess sensitive or profile-changing answers. If a listing asks for relocation, expected CTC, notice period, eligibility, or custom screening answers, the candidate should review the question before submission.

Use job search to prepare interviews

The best job search pages do more than list openings. Each saved JD should create a resume check, a target brief, and a mock interview topic list so the candidate improves even before the interview invite arrives.

Which job sources are used?

The platform can use configured sources such as Adzuna, Jooble, JobSpy, Remotive, ATS sources, and deterministic HTML sources.

Can jobs be ranked against my resume?

Yes. Resume-matched search ranks roles against your skills, experience, target role, and location.

Does it apply to jobs automatically?

Find Jobs discovers and ranks roles. The supervised Naukri Auto Apply workspace handles the Naukri application flow separately.