Live in production · Candidate Ranking System
CandidRanker

Every applicant, scored against the job — with reasons.

CandidRanker is the candidate ranking system inside MinMaxHR. Upload the JD, upload the resumes, and get a ranked pool with per-candidate rationale in minutes — so recruiters spend their hours on the top of the list, not the whole pile.

What it does

Capabilities that map to business outcomes.

JD-to-resume semantic matching

Goes beyond keyword matching: understands that 'led a 5-person sales pod' is management experience even when 'manager' never appears.

Explainable rankings

Every score comes with the specific evidence behind it — skills matched, gaps found, seniority signals — ready to paste into a client submittal.

Full-pool coverage

Every single applicant is evaluated, not just the first 50 a tired human reached. Great candidates stop slipping through on volume days.

Human decision gates

Shortlist, select, and reject are human actions with recorded reasons. The AI never silently disqualifies anyone.

Recruiter-ready reports

Client-facing ranking reports generated from the evaluated pool — the deliverable that wins staffing mandates.

Bias-aware by design

Consistent criteria applied identically to every resume, with an audit trail — the structural antidote to mood-of-the-day screening.

Honest fit

Who it's for — and who it isn't.

Trust is built by what a vendor admits. Here's both sides, plainly.

A strong fit if

  • Recruitment and staffing agencies ranking hundreds of applicants per role
  • In-house TA teams that need defensible, consistent screening at volume
  • Teams that must show clients or leadership *why* a candidate was shortlisted

Not the right tool if

  • You want fully automated rejection with no human review — we don't build that
  • You need candidate sourcing — CandidRanker evaluates applicants you already have

Questions

Asked and answered.

What is CandidRanker?

CandidRanker is the AI-assisted candidate evaluation and decision engine inside MinMaxHR. It scores every applicant against the job description, ranks the pool, and explains each ranking in language a recruiter can defend to a client or a hiring manager.

Is CandidRanker live?

Yes — CandidRanker is live in production at app.candidranker.com, processing thousands of resumes per quarter.

Does CandidRanker reject candidates automatically?

No. CandidRanker ranks and explains; humans decide. Every shortlist, selection, and rejection is a recorded human decision with a reason. That's a deliberate design choice for fairness, auditability, and DPDP awareness.

How accurate is it?

Across live client systems, 94% of CandidRanker's shortlisted candidates are accepted by hiring managers for interviews. Our measurement methodology is published — every claim is auditable.

Watch your own applicant pool get ranked — live.

Bring one JD and its applicants to a walkthrough. You'll see the ranked pool, the reasons, and the hours saved before the call ends.

No retainers to start · Pilot-first · Founder-accountable