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Role-calibrated questions and rubric, from your JD

Paste a JD; Ployo extracts requirements, preferences, and disqualifiers and turns them into a structured question set plus a weighted scoring rubric, calibrated to the role, applied identically across every candidate. No manual rubric drafting, no generic question banks, no scoring drift between interviews.

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Job description card on top with extracted skill chips; generated questions and weighted rubric panel below
1Paste any JD
2Extracted skills
3Generated questions
4Weighted rubric

Automatic JD parsing

Drop in any job description, even a messy DOCX from a hiring manager. Ployo identifies hard skills, years of experience, domain knowledge, soft skills, and disqualifiers, and surfaces them as editable chips before you lock the rubric.

Role-specific question generation

Behavioural, situational, and deep technical scenarios, tailored to your JD, not a generic library. The output is editable: lock the questions you like, override the ones you don't, add custom ones. Sarah drills follow-ups around your edits in real time.

Weighted rubric per role

Five rubric dimensions, Technical Skill, Communication, Experience Fit, Problem Solving, Cultural Fit, each weighted per role. Engineering hires might be 35% Technical; sales might be 40% Communication. The same weights apply identically to every candidate, eliminating interviewer drift.

Calibrate over time

After each hiring cycle, Ployo surfaces which rubric dimensions correlated with successful hires. Tune the weights for the next round, your rubric gets sharper every time you use it.

Ployo platform data

30,000+

AI Interviews Completed

340,000+

Candidate Answers Graded

70%+

Interview Completion Rate

15,000+

Recruiter Hours Saved

What recruiters see

One-paste setup, full control to override anything before going live.

  • Editable extracted skills + weighted rubric
  • Per-role question library that you own
  • Calibration analytics after each hiring cycle
What hiring managers see

Every candidate scored on identical, transparent criteria. No interviewer-mood-dependent scoring.

  • Same rubric on every candidate's scorecard
  • Drill-down to how each score was derived
  • Cross-candidate comparison by dimension
But every JD is different, can it really tune the rubric correctly?

Yes, and you stay in the loop. Ployo's draft rubric appears before the role goes live. Adjust weights, remove a dimension that doesn't apply, add a custom one. The rubric is yours; Ployo just gives you a calibrated starting point instead of a blank page.

What if I want a specific question on every interview?

Lock individual questions. Locked questions appear verbatim in every interview for that role. Sarah still asks adaptive follow-ups around them.

Frequently asked

How does Ployo parse a JD?

An LLM extracts structured fields from the JD text: required skills, preferred skills, hard disqualifiers (e.g. location, visa), years of experience, soft requirements, and any specific tools or frameworks mentioned. Ambiguous fields surface in the editor with a flag.

Can I reuse a rubric across multiple roles?

Yes. Save any rubric as a template and apply it to similar roles. Most teams keep a 'senior engineering' template, a 'sales rep' template, and so on, with per-role tweaks.

What if my JD is in another language?

Ployo parses JDs in 23 languages. The generated questions and rubric can be in the same language as the JD or in English (your choice in the role settings).

Does the rubric show its work?

Yes. Every candidate's scorecard breaks down each rubric dimension with the verbatim interview moments that informed the score, no black-box numbers.

A recruiter at her desk watching a candidate interview back on a laptop, pen in hand
The other half of the interview: the recruiter deciding what to do with it. Ployo hands over the recording, the transcript and the per-requirement verdict, so the call can be checked rather than trusted.

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See it on one of your live roles

Book a 30-minute call with the founder. We'll set Ployo up on a role you're hiring for right now and walk through the shortlist.

30-minute call · See Ployo on one of your live roles