GuideEvery HireGEN score is traceable to the evidence behind it.See how evidence labels work →
Skill-validated hiringBuilt in India, for Indian hiring

Hire on proof

A product of NiyamKavach AI LabsConsent-first · Every score explained

The HireGEN platform · 6 products

Proof Profile

Every skill, labelled by its evidence.

Skill Graph

How skills connect, and why.

Target Fit

Match against any job description.

Recruiter Shortlist

Sorted by evidence, decided in three.

Placement Cell Console

A whole cohort, visible to recruiters.

Coming
Validation Lab

Short tasks that settle uncertain skills.

Product previews use illustrative sample data.

Use Tab or the arrow keys to move between cards and Enter to open one. Escape returns it to the row.

Built forHiring teamsCampus recruitersPlacement cellsColleges without a placement cellEarly-career candidates
One platform

One platform. Every side of the hiring table.

The same proof profile serves the recruiter deciding, the institution presenting its cohort, and the candidate showing what they can do.

For hiring teams & recruiters

Assess candidates on proof, not on the resume.

Bring a role. HireGEN shows who has shown the skills it asks for, who is close, and where the evidence runs out.

  • A shortlist sorted by evidence, not by keyword match
  • Three clear decisions per candidate: Shortlist · Needs a lab task · Not yet
  • Target fit for your job description: direct matches, logical transfers and missing proof, side by side
  • Every score opens to the evidence behind it
  • Uncertain skills flagged for a short validation task (coming)
See a sample shortlistRecruiter plans from ₹8,000/month
How it works

From evidence to decision, in three steps.

No black-box scores. Each step keeps the link back to what the candidate actually shared.

1

Bring the evidence

Candidates add a resume, GitHub, projects and the work they describe. With their consent, and nothing else.

ResumeGitHubProjects
2

Build the proof profile

HireGEN maps it into a skill graph. Each skill gets an evidence label; each score keeps a link to its source.

Direct proofLogical transferMissing proof
3

Decide on proof

Recruiters compare against the role, see fit and gaps side by side, and make one of three calls.

ShortlistNeeds a lab taskNot yet
Trust & privacy

A score you can't explain isn't a score.

HireGEN is built so that a recruiter, a placement officer and the candidate can all see the same reasons for the same result.

Consent-first

Candidates supply their own evidence. No scraping of people who did not opt in.

Every score explained

Each score traces to the repo, project or description behind it.

Skills over resumes

Recruiters weigh what was shown, not how well the resume was worded.

Built in India

Designed around Indian hiring, Indian campuses and Indian career paths.

Evidence labels

Every skill gets one

Labels say how we know, not just what we think. Nothing is presented as fact unless the work shows it.

Direct proof

Seen in work the candidate shared: code, commits, a shipped project.

Logical transfer

Not shown directly, but follows from adjacent proven skills. Always marked as inference.

Candidate supplied

Stated by the candidate, not yet backed by an artefact.

Missing proof

Asked for by the role, with no evidence yet. Shown, never hidden.

Lab pending

Uncertain. A short, role-specific hands-on task can settle it (Validation lab, coming).

See what proof-based hiring can do for your team.

Walk through HireGEN with us on your own role, your own job description, or your own cohort.

Recruiters & hiring teams
from ₹8,000 / month
Institutions & placement cells
Per student
Students & candidates
Free