• Home
  • AI Scorecard Library

AI Scorecard and Rubric Library

Free, weighted AI scorecards for hiring across roles. Each one has a 1–5 rubric, sample questions linked to factors, and customization notes for different team setups.

Structured rubrics measurably reduce interviewer rating variance versus unstructured judgment (Highhouse, 2008), and quality of hire is the #1 priority for talent leaders in the LinkedIn Future of Recruiting 2024 report.

Account Executive

A 4-factor weighted scorecard for evaluating mid-to-senior sales hires who own deals end-to-end. Used by SaaS teams and recruitment agencies hiring quota-carrying AEs across mid-market and enterprise segments.

4 factors · 1–5 rubric
Software Engineer

A 4-factor weighted scorecard for evaluating software engineers across technical proficiency, problem-solving, system design, and collaboration. Used by product teams and engineering agencies hiring mid-to-senior engineers across full-stack, backend, and frontend roles.

4 factors · 1–5 rubric
Customer Service Rep

A 6-factor weighted scorecard for evaluating customer service representatives on self-awareness, development commitment, customer empathy, objection clarity, adaptability, and resolution quality. Used by support teams, contact centres, and CX-focused companies screening for tone, ownership, and genuine customer focus.

6 factors · 1–5 rubric
B2B SDR / Cold Caller

A 7-factor weighted scorecard for evaluating outbound sales development reps and cold callers on language proficiency, vocal delivery, cold calling volume and experience, B2B sales background, confidence under pressure, and assertiveness. Built for agencies and teams hiring high-volume outbound callers for English-language markets.

7 factors · 1–5 rubric
AI-Augmented SDR

A 7-factor weighted scorecard for evaluating SDRs who use AI tools as part of their daily outbound workflow. Covers real AI tool fluency, pipeline discipline, personalisation at scale, process improvement thinking, communication quality, live objection handling, and independent forward thinking. Built for teams hiring outbound reps in 2025 and beyond.

7 factors · 1–5 rubric
SEO Specialist

A 6-factor weighted scorecard for evaluating SEO specialists on communication clarity, domain expertise, revenue impact, keyword research process, ranking proof of work, and strategic thinking. Used by in-house marketing teams and digital agencies screening for real SEO ownership versus shallow familiarity.

6 factors · 1–5 rubric
QA / Test Engineer

A 4-factor weighted scorecard for evaluating QA and test engineers on manual and automation testing experience, automation framework ownership, API testing depth, and team culture fit. Built for product teams and agencies hiring QA engineers across SaaS, mobile, and enterprise software.

4 factors · 1–5 rubric
Legal Intake Specialist

A 7-factor weighted scorecard for evaluating legal intake coordinators and intake specialists. Covers phone presence, sales instinct and closing, empathy and emotional intelligence, legal aptitude and triage instinct, self-motivation, cognitive clarity, and practical availability. Built for law firms and legal practices hiring intake staff who handle inbound caller triage and consultation booking.

7 factors · 1–5 rubric
TikTok Live Seller / Creator

A 5-factor weighted scorecard for recruiting TikTok Live sellers and content creators. Covers coachability and feedback implementation, schedule commitment and availability, on-camera communication presence, motivation and financial drive, and resilience and perseverance. Built for brands, agencies, and creator programs that recruit and train people to sell or create on TikTok Live.

5 factors · 1–5 rubric
Bookkeeping Virtual Assistant

A 4-factor weighted scorecard for evaluating remote bookkeepers and accounting VAs who handle reconciliations, AP/AR, payroll support, and month-end close for small business clients.

4 factors · 1–5 rubric
Legal Virtual Assistant

A 4-factor weighted scorecard for evaluating remote legal assistants and paralegals who handle client intake, document drafting, calendar management, and case file organization for solo practitioners and small law firms.

4 factors · 1–5 rubric
Elderly Care Nurse

A 4-factor weighted scorecard for evaluating geriatric and senior care nurses across clinical knowledge, hands-on patient care, emotional resilience, and reliability. Built for staffing agencies, senior living facilities, home health agencies, and international deployment programs.

4 factors · 1–5 rubric
Registered Nurse (KSA / GCC)

A 3-factor weighted scorecard for evaluating registered nurses for Saudi Arabia and GCC hospital placements. Covers clinical skills in a fast-paced multicultural environment, KSA-standard clinical knowledge, and cultural and professional attitude for the Saudi healthcare context. Used by staffing agencies, recruitment firms, and international deployment programs placing nurses in KSA, UAE, Qatar, and Bahrain.

3 factors · 1–5 rubric

How to use these scorecards

01

Pick the role

Find the closest match in the library. Each scorecard works as-is or as a starting point you can adjust.

02

Drop it into Hirevire

Copy the factors, weightages, and rubric into the Hirevire scorecard builder, then link your interview questions to factors.

03

Score automatically

Hirevire's AI scores each video answer against your rubric, so you spend review time on the candidates who actually fit.