CazMeter: AI Candidate Matching That Ranks and Explains Every Applicant

CazMeter is the AI candidate matching engine inside CazVid. Every applicant gets a 0-100 match score, a gap analysis explaining why they ranked where they did, and your recruiter's queue is sorted strongest-to-weakest before your first cup of coffee. It turns a 3-day resume review into a 30-minute decision.

What CazMeter Solves

Hiring at scale breaks traditional recruiting. With 50 applicants, manual review works. With 200+ applicants on a single posting, it doesn't. Most of your time disappears into the bottom half of the applicant pool - candidates who were never going to convert. CazMeter eliminates that waste.

Instead of opening profiles one by one, you get an ordered queue. The top 20 candidates are scored 85%+. The middle 80 are visible but deprioritized. The bottom 100 are batched for rejection. Your recruiter spends 60 minutes on the candidates who matter and moves to offer stage while strong candidates are still available.

How CazMeter Scores Each Applicant

CazMeter combines three signals into one match percentage:

Signal 1: Skills and Experience Match

CazMeter compares the candidate's structured profile (work history, certifications, languages, location) against the job posting's required and nice-to-have fields. Direct matches score higher than partial overlaps. A candidate whose last three roles all match the job title scores higher than one with adjacent experience.

Signal 2: Pre-Screening Question Answers

When you add yes/no, short text, or video pre-screening questions to a job, CazMeter folds the answers into the match score. A "Must have a valid driver's license" question with a "no" answer drops that candidate out of the top tier. A text answer about salary expectations gets parsed and compared against what you posted.

Signal 3: Video Resume Signal

The 30-second CazVid video resume gives CazMeter context a resume alone cannot provide. Communication clarity, language fluency, and professional presence are factored into the score using on-device transcription and lightweight analysis. The video is never used for demographic or biometric scoring - only for clarity and fit.

The output: a single percentage (0-100) plus a text breakdown of which signals contributed to that score.

Gap Analysis: The Report Recruiters Didn't Know They Needed

CazMeter's gap analysis answers the follow-up question: "Why didn't this candidate score higher?" The report is 2-3 lines of plain language. Real examples from CazVid jobs:

• "Strong customer service background and Spanish fluency. Missing two years of B2B sales experience."
• "All required skills present. Location 320 miles from job site; candidate has not indicated willingness to relocate."
• "Skills match exactly. Video resume conversational English rather than native fluency; role requires native-level English."

Gap analysis does three things at once:

1. Saves recruiter time - you don't read every profile to reach the same conclusion
2. Enables side-by-side comparison - two candidates with similar scores tell completely different stories
3. Surfaces coachable gaps - a "missing" soft skill keeps strong candidates in the funnel instead of auto-rejecting them

Pre-Screening Questions: Three Formats, One Purpose

CazMeter is most powerful with pre-screening questions. CazVid supports three types:

Yes/No Questions The simplest format. "Do you have a valid commercial driver's license?" or "Are you available for Saturday shifts?" Used to filter hard requirements.

Short Text Questions Open-ended answers up to a few sentences. "What's your expected starting salary?" or "Why are you interested in this role?" CazMeter parses answers and weights them into the match score.

Short Video Questions Up to 120 seconds of recorded video answering a custom prompt. "Walk us through your most recent customer service win." Ideal for sales, customer-facing, and communication-heavy roles.

Most successful CazVid employers use two yes/no questions for hard requirements plus one video question for role-specific signal. Total application time for the candidate: under three minutes. Result: low drop-off, high signal.

How CazMeter Saves Your Recruiters' Time

Honest answer: CazMeter does not replace your recruiter. It changes which 10% of their work actually matters.

Without AI screening, a recruiter on a 200-applicant job spends time on the weakest candidates: opening wrong-fit profiles, scheduling calls with unqualified people, writing rejection emails. The strongest candidates often get slower responses because the recruiter is working through arrival order, not quality order.

With CazMeter, the same recruiter opens an ordered list. Top 20 = detailed review. Middle 60 = skim. Bottom 120 = batch rejection if none clear your threshold. Recruiter time goes to the top candidates most likely to convert, with gap analysis already in front of them.

In practice: screening 200 applicants down to 10 finalists takes under one hour on CazVid, compared to 2-3 days on traditional ATS platforms. Time-to-hire compresses, which directly improves offer quality. The strongest candidate is more likely to still be available when your offer goes out.

AI Job Builder: Making Precise Postings Easy

CazMeter only works as well as the posting it scores against. Vague postings produce vague matches. Precise postings produce precise matches.

The AI Job Builder solves this. Type a few lines: "Senior customer success manager, remote, fluent Spanish, $90k base plus commission." AI drafts the full posting: title, description, required skills, nice-to-haves, suggested pre-screening questions, and filter recommendations.

You edit and publish. The posting is structured exactly how CazMeter expects, which means complete scoring from day one. A posting written from scratch often misses fields CazMeter uses. A posting from AI Job Builder is complete by default.

End-to-end: from "I have a role to fill" to "first 200 applicants are scored and ranked" takes under 30 minutes for a recruiter with no AI experience.

What CazMeter Does Not Do

CazMeter does not score on demographics. Age, race, gender, religion, national origin, disability status, and inferred proxies are explicitly excluded. The video resume is analyzed for clarity and fluency only - not facial features or demographic signals. CazVid runs internal audits to confirm scoring distributions don't skew along demographic lines.

CazMeter does not auto-reject. Below-threshold candidates are deprioritized in your view, but every applicant remains visible. You own the hire-or-reject decision. CazMeter ranks the queue; you make the call.

CazMeter does not guarantee a perfect match. The percentage is a ranking signal, not a guarantee. A 92% candidate may be the wrong fit on softer criteria the model cannot read. A 68% candidate may be the right hire because of context the model doesn't see. Treat the score as a starting point, not a verdict.

Pricing and How to Try CazMeter

CazMeter is included on every paid CazVid employer plan. Free CazVid postings include the basic match score; gap analysis, AI Job Builder, and pre-screening questions are part of paid tiers. No per-applicant costs, no per-score fees, no hidden add-ons.

Fastest way to see CazMeter in action: open desktop.cazvid.app, create an employer account, draft a posting with the AI Job Builder, and publish. First applicants are typically scored within 24-48 hours. No demo gate, no sales call required.

FAQ: CazMeter and AI Candidate Matching

What is CazMeter? AI candidate matching inside CazVid. Scores every applicant 0-100, surfaces strongest fits first, and provides gap analysis for candidates near but below the top tier.

How accurate is the match percentage? The match percentage ranks candidates, not verdicts. It combines structured profile data, pre-screening answers, and video resume signal. Use it as a first-pass ranking tool. Top 20% by score typically correlates strongly with candidates you'd have prioritized manually.

Does CazMeter replace recruiters? No. It changes which work recruiters do. The recruiter owns every hire decision. CazMeter handles ordering, gap analysis, and bottom-funnel filtering - freeing your recruiter to focus on top candidates and final interviews.

Does CazMeter use demographic data? No. It does not score on age, race, gender, religion, national origin, disability, or inferred proxies. Video is analyzed for fluency and clarity only. Internal audits confirm scoring distributions don't skew along demographic lines.

What's the difference between match score and gap analysis? Match score is a number. Gap analysis explains the number. Together they give you both the ranking and the reasoning - which is what matters when comparing similar candidates.

Is CazMeter included on free plans? Basic match score is free. Gap analysis, AI Job Builder, and pre-screening questions are on paid plans. No per-score or per-applicant costs on any tier.

How long does it take to set up? Under 30 minutes for a first-time recruiter. Use AI Job Builder to draft, add 2-3 pre-screening questions, publish. No technical setup or integration required. Scoring starts as soon as applicants arrive.

The Bottom Line

The bottleneck in modern hiring is not the lack of applicants. It's the time figuring out which ones matter. CazMeter compresses that step, surfaces candidates most likely to convert, and explains the rest in plain language. It doesn't replace recruiter judgment - it replaces the busywork that gets in the way.

Post a job free on CazVid to see CazMeter rank your real applicants. First scores arrive within 24-48 hours. AI Job Builder gets you from idea to live-and-ranked in under an hour. No demo, no sales call required.