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Recruiting Intelligence Platform

Screen 150. Interview 20. Hire the best.

CQAR is one platform for evidence-backed hiring — from first-round screening through final interview to graded report, all in one workspace.

The CQAR Pipeline

Define the role. Screen at scale. Interview the shortlist. Decide with evidence.

Every CQAR role flows through the same four stages — designed to slot into your existing pipeline without replacing your ATS.

  1. 01

    Define the role

    Use the AI Assistant, a template, or build from scratch. Pick Screening, an Adaptive Interview, or both, set your criteria, share an apply link.

  2. 02

    Screening

    Every candidate answers the same voice-driven screening questions. CQAR ranks them against the rubric — at five applicants or five thousand.

  3. 03

    Adaptive interview

    Top candidates get a live, voice-driven interview. The AI listens, follows up on vague answers, and tests claims against demonstrated knowledge.

  4. 04

    Graded shortlist

    Every candidate ships with an A+ → D grade, sub-scores across role fit, soft skills, and resume, and the evidence behind every number.

What CQAR Evaluates

Evidence across the dimensions that actually predict success

Each role configures which dimensions matter. CQAR scores them with triangulated signals — and shows the evidence beneath every score.

Role criteria match

Your must-haves checked, point by point. Each criterion is scored against what the candidate actually said and did — not what their resume claims.

Communication patterns

Clarity, structure, coherence, and depth of response — read from the way candidates actually talk through problems, not from a transcript word count.

Adaptive interview depth

Whether claims hold up under probing. CQAR follows up on vague or surface-level answers — and surfaces the moments where they do or don't.

Resume signals

Claimed experience cross-referenced with what's demonstrated live. Skills, keywords, and traits surfaced with the source phrase they came from.

Evidence & transparency

Every score ships with the question, the answer, and the analysis that produced it. No black box — your team can defend every decision.

Screening at scale

Works equally well at five applicants and five thousand. The same rubric, the same evidence, the same defensible grade — for every candidate.

How it works

From open req to graded shortlist in three steps

01

You define the role

Minutes, not hours. The AI Assistant turns five plain-English answers into a complete role configuration — title, description, screening questions, scoring weights. Or pick a template. Or build from scratch with the full wizard. Either way, you finish with a shareable apply link.

Create New Job Role modal showing Start from Scratch, Use a Template, and AI Assistant options
live interview session
Senior Tax Accountant

"Walk me through how you'd handle a year-end income-tax provision under ASC 740 for a mid-market client."

Transcribing Pace 64 wpm Empathy 78% Clarity 82% illustrative
Follow-up queued: "You mentioned the valuation allowance first — when would that not be the right starting point?"
02

Candidates apply through one link

Send a single apply URL. Candidates verify their email, accept informed-participation, and walk through screening or the adaptive interview — on any device with a microphone. You never schedule a phone screen again.

03

You review the graded shortlist

Every completed candidate lands on the kanban with a composite grade A+ through D and the evidence behind it. Drag through stages, compare two side-by-side, and move the offer forward in the same workspace.

CQAR candidate report with grade, assessment dimensions and soft skill traits
The dimensions we grade

Six soft-skill dimensions, named and graded

Every CQAR report breaks soft skills into six concrete categories — each with its own grade and subtrait detail.

Grades below are from a sample report — illustrative

Professional Competencies

A · 88

Evaluation of technical skills and job-specific knowledge — drawn from how the candidate explains and applies what they know.

Work Style & Ethics

B · 79

Work habits, time management, accountability and professional ethics — read from how the candidate frames decisions and tradeoffs.

Personality Compatibility

B · 78

Alignment with team dynamics and company culture — measured against the personality dimensions you set per role, not a one-size profile.

Career & Growth Orientation

A · 85

Appetite for professional development and long-term career aspirations — separating "next paycheck" from "next chapter."

Stress & Pressure Management

C · 67

Composure under pressure — derived from vocal signals (pace, sentiment, completeness) and the way candidates handle probing follow-ups.

Cultural & Organizational Fit

A · 87

Compatibility with company values and organizational structure — including how candidates describe collaboration, autonomy, and ownership.

Each dimension expands into subtraits on the candidate report. A trait is only surfaced when at least two of three independent signal sources — speech analysis, transcript NLP, and LLM reasoning — agree.

Why CQAR

Six things most AI hiring tools don't do

Voice, not multiple choice

Most AI screeners are timed quizzes. CQAR listens to how candidates actually think — pace, clarity, sentiment — not just which option they clicked.

Adaptive, not scripted

The adaptive interview generates follow-ups on the fly. Vague answers get probed. Strong claims get tested. Your best interviewer, every time.

Triangulated scoring

A trait is only surfaced when speech analysis, transcript NLP, and LLM reasoning all agree. If the signals disagree, we say so instead of guessing.

One platform, not three tools

Screening, adaptive interview, graded report, side-by-side comparison, audit trail — all in one workspace. No exports, no spreadsheet glue.

Grades you can defend

Every A+ through D grade ships with the evidence — strengths, watch areas, per-question transcripts, integrity flags. No "the algorithm said so."

Compliance built in

Informed-participation screen, audio deletion, PII stripping, and a tamper-evident audit trail for every stage transition. NYC Local Law 144 ready out of the box.

The workspace

Built for the way you actually hire

A unified workspace from first screen to final decision — kanban, compare, report, all in one place.

CQAR pipeline dashboard with candidates spread across stages
Side-by-side candidate comparison with score breakdown

Augments your judgment.
Never replaces it.

CQAR is not a black-box hiring bot. It is a structured evaluation layer that surfaces evidence — scores, traits, behavioral patterns — so your team makes better decisions with better data. The human always has the final word.


What users say

The tool recruiters keep coming back to.

Now I show clients how someone actually operates, not just what they've done — that's what closes a placement with confidence.
Jason Chad
MD, Chad Management Group
I walk into debriefs with real data on how someone handles pressure and communicates. A completely different conversation.
Scott Nguyen
Recruiter
Case note
In 2024, a Mongolian government agency used CQAR to screen senior appointees for leadership temperament under pressure — surfacing behavioural signals interview panels alone had been missing.
Government engagement
Mongolia, 2024

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Set up your first role in minutes. Pricing is tailored to your volume — talk to us.

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