Glossary

AI Recruiting Glossary

Key terms and definitions for AI-powered recruiting, staffing automation, and talent acquisition technology.

Agentic AI

A type of artificial intelligence that can autonomously plan, reason, and take actions to achieve goals without constant human supervision. In recruiting, agentic AI handles end-to-end workflows like sourcing, screening, and scheduling without manual intervention.

See AI Phone Screening

AI Candidate Matching

The use of machine learning algorithms to compare candidate profiles against job requirements and rank applicants by predicted fit. AI matching goes beyond keyword matching to consider transferable skills, career trajectory, and cultural alignment.

Candidate Engagement

AI Chatbot

A software application that uses artificial intelligence to simulate text-based conversations with users. In recruiting, chatbots engage candidates on career sites, answer FAQs, collect application details, and pre-screen applicants before routing them to a recruiter.

Candidate Engagement Platform

AI Interview

A job interview conducted partially or entirely by an artificial intelligence system. AI interviews can be synchronous (live voice calls with an AI agent) or asynchronous (recorded video responses evaluated by AI), and they produce structured scores for consistent candidate comparison.

Audio & Video Interview

AI Phone Screening

The use of conversational AI to conduct phone-based candidate screening calls. The AI agent asks qualifying questions, evaluates responses, and scores candidates based on predefined criteria.

AI Phone Screening Feature

AI Recruiter

An artificial intelligence system that performs recruiting tasks traditionally handled by human recruiters, including candidate sourcing, screening calls, interview scheduling, and follow-up communications.

JobTalk AI Platform

AI Sourcing

The use of artificial intelligence to identify and discover potential candidates from job boards, social networks, resume databases, and internal talent pools. AI sourcing tools surface passive candidates who match open roles based on skills, experience, and likelihood to engage.

Candidate Engagement

API Integration

A method of connecting two software applications so they can exchange data automatically using Application Programming Interfaces. In recruiting, API integrations connect AI screening platforms with ATS, CRM, calendar, and communication tools for seamless data flow.

90+ ATS Integrations

Applicant Funnel

The stages a job candidate moves through during the hiring process, from initial application to offer acceptance. AI recruiting tools optimize each funnel stage by automating screening, reducing drop-off, and accelerating progression from one stage to the next.

Analytics & Insights

Asynchronous Interview

An interview format where candidates record video or audio responses to predetermined questions on their own schedule rather than in a live session. AI evaluates the recordings for content quality, communication skills, and role-specific criteria.

Audio & Video Interview

ATS (Applicant Tracking System)

Software used by recruiters and employers to manage the hiring process, track candidates through each stage, and store applicant data. Common ATS platforms include Greenhouse, Lever, Workday, iCIMS, and BambooHR.

See All Integrations

Automated Candidate Screening

The process of using AI or software to evaluate job applicants against predefined criteria without manual recruiter review. This includes resume parsing, phone screenings, and skills assessments conducted by AI agents.

AI Phone Screening

Automated Outreach

Using technology to send personalized messages to candidates at scale via phone, email, or SMS without manual effort. AI-powered outreach adapts messaging based on candidate profile, engagement history, and optimal contact timing.

Multi-Channel Outreach

Bias-Free Screening

An approach to candidate evaluation that uses objective, standardized criteria to minimize unconscious human biases related to gender, ethnicity, age, or background. AI screening systems apply the same questions and scoring rubrics to every candidate.

Trust & Compliance

Bulk Hiring

The practice of recruiting and hiring large numbers of employees in a single campaign, often for seasonal demand, new facility openings, or rapid-growth roles. AI voice agents scale bulk hiring by screening hundreds of candidates simultaneously without additional headcount.

High-Volume Screening

Candidate Engagement

The practice of maintaining communication and building relationships with job candidates throughout the hiring process. AI-powered engagement includes automated follow-ups, status updates, and personalized outreach at scale.

Candidate Engagement Platform

Candidate Experience

The overall perception a job applicant has of an employer's recruiting process, from initial contact through onboarding. AI voice agents improve candidate experience by providing immediate responses, flexible scheduling, and consistent communication.

See Case Studies

Candidate Pipeline

A pool of qualified candidates who have been sourced, screened, or previously engaged and are available for current or future job openings. AI recruiting platforms keep pipelines active through automated re-engagement and availability checks.

Pipeline Management

Candidate Rediscovery

The process of searching an organization's existing candidate database to find previously sourced applicants who match new job openings. AI automates rediscovery by continuously matching database profiles against open requisitions and flagging strong fits.

Candidate Engagement

Candidate Relationship Management (CRM)

Software used to manage and nurture relationships with prospective candidates over time, similar to sales CRM. Recruiting CRMs track interactions, automate engagement campaigns, and maintain talent pools for future hiring needs.

ATS & CRM Integrations

Candidate Scorecard

A structured evaluation form used to rate candidates against specific criteria during the screening or interview process. AI-generated scorecards provide objective, consistent assessments with scores for communication, technical knowledge, and role-specific competencies.

Analytics & Scoring

Compliance Screening

The process of verifying that candidates meet legal, regulatory, or industry-specific requirements for a role. This includes license verification, background checks, right-to-work confirmation, and credential validation, often automated through AI workflows.

Trust & Compliance

Contingent Workforce

Workers who are employed on a non-permanent basis, including temporary staff, contractors, freelancers, and gig workers. Staffing agencies rely on AI recruiting tools to rapidly screen and place contingent workers at scale.

Industries We Serve

Conversational AI

Technology that enables machines to engage in human-like dialogue using natural language processing (NLP) and speech recognition. In recruiting, conversational AI powers voice agents that conduct screening calls and answer candidate questions.

Voice AI Screening

Cost Per Hire

A recruiting metric that measures the total cost associated with filling a job position, including advertising, recruiter time, technology, and onboarding expenses. AI recruiting platforms reduce cost per hire by automating high-volume manual tasks.

Analytics & ROI Tracking

Cost Per Screen

The cost of conducting a single candidate screening interaction, calculated by dividing total screening expenses by the number of candidates screened. AI voice agents dramatically reduce cost per screen compared to manual phone screens by operating at scale without per-hour labor costs.

Analytics Dashboard

CRM (Candidate Relationship Management)

A system for tracking and nurturing relationships with prospective candidates over time, maintaining engagement through automated touchpoints, and building talent pools for future roles. Often integrated with ATS platforms for a unified recruiting workflow.

CRM Integrations

Data Residency

The physical or geographic location where an organization's data is stored and processed. In recruiting, data residency requirements determine where candidate personal information can be hosted, often driven by regulations like GDPR or country-specific data protection laws.

Enterprise Security

DEI (Diversity, Equity, and Inclusion)

Organizational strategies and practices aimed at creating a workforce that represents diverse backgrounds and ensures equitable treatment. AI recruiting tools support DEI by applying consistent screening criteria and removing identifying information that could trigger unconscious bias.

Compliance & Fairness

Disposition Code

A status label applied to a candidate in an ATS to indicate their current stage or outcome in the hiring process, such as 'screened,' 'interviewed,' 'offer extended,' or 'rejected.' AI systems automatically update disposition codes as candidates progress through automated screening stages.

ATS Integration

Drip Campaign

A series of pre-scheduled messages sent to candidates over time to maintain engagement and nurture interest. In recruiting, AI-powered drip campaigns deliver personalized phone calls, texts, or emails based on candidate behavior and pipeline stage.

Nurture Sequences

Dual-Channel Outreach

A recruiting strategy that contacts candidates through two communication channels simultaneously or in sequence, such as a phone call followed by an SMS. AI agents coordinate dual-channel outreach automatically to maximize candidate response rates.

Multi-Channel Outreach

EEOC Compliance

Adherence to the rules and guidelines of the U.S. Equal Employment Opportunity Commission, which prohibits discrimination in hiring based on race, color, religion, sex, national origin, age, disability, or genetic information. AI screening tools must be designed and audited to avoid disparate impact.

Trust & Compliance

Employer Brand

The reputation and image of a company as an employer, encompassing workplace culture, values, benefits, and employee experience. AI recruiting interactions contribute to employer brand through the quality and professionalism of automated candidate communications.

Evergreen Requisition

A job opening that remains perpetually active to continuously collect candidates for roles with ongoing hiring needs, such as nurses, drivers, or warehouse workers. AI voice agents screen applicants for evergreen reqs automatically as they apply.

Healthcare, Pharma & Life Sciences

Fill Rate

The percentage of job orders that a staffing agency successfully fills with qualified candidates. AI recruiting platforms improve fill rates by screening more candidates faster and expanding the pool of qualified submittals per requisition.

See Client Results

GDPR (General Data Protection Regulation)

A European Union regulation governing the collection, processing, and storage of personal data for individuals in the EU. Recruiting platforms must comply with GDPR requirements including consent management, data minimization, right to erasure, and data portability for candidate information.

Compliance Details

Gig Economy

A labor market characterized by short-term, flexible, and freelance work arrangements rather than traditional full-time employment. AI recruiting platforms help gig workforce companies screen and onboard high volumes of workers rapidly.

Greenhouse Effect (ATS)

Refers to the widespread adoption of Greenhouse as an applicant tracking system among technology companies. Greenhouse popularized structured hiring methodology with interview kits, scorecards, and data-driven recruiting processes.

Greenhouse Integration

High-Volume Hiring

A recruitment strategy focused on filling a large number of positions in a short timeframe, common in staffing agencies, retail, healthcare, and logistics. AI voice agents enable high-volume hiring by conducting thousands of screening calls simultaneously.

Scale Screening

Hiring Manager

The person who makes the final hiring decision for a role and typically manages the position being filled. AI recruiting tools accelerate hiring manager decision-making by delivering pre-screened, scored, and summarized candidate profiles.

Candidate Scoring

HRIS (Human Resource Information System)

A software platform that manages core HR functions including employee records, payroll, benefits administration, and compliance. Many HRIS platforms such as Workday, BambooHR, and ADP include recruiting modules or integrate with standalone ATS platforms.

HRIS Integrations

Human-in-the-Loop

An AI system design where human oversight is incorporated at key decision points rather than operating fully autonomously. In AI recruiting, human-in-the-loop means recruiters review AI screening results and make final decisions rather than letting AI auto-advance or reject candidates.

Human Handoff

Intake Meeting

A meeting between a recruiter and hiring manager at the start of a search to align on role requirements, ideal candidate profile, compensation, timeline, and screening criteria. AI systems use intake meeting inputs to configure screening questions and scoring rubrics.

Intent Data

Signals indicating a candidate's likelihood to be open to new job opportunities, derived from activity such as profile updates, job board visits, or engagement with recruiting content. AI sourcing tools use intent data to prioritize outreach to candidates most likely to respond.

Interview Scheduling Automation

The use of software or AI to automatically coordinate interview times between candidates and interviewers by checking calendar availability, sending invitations, and handling rescheduling without manual coordination.

Smart Scheduling

Job Description Optimization

The process of improving job posting language to attract more qualified applicants, increase diversity, and improve search visibility. AI tools analyze job descriptions for biased language, readability, keyword density, and competitive positioning.

Job Order

A formal request from a client company to a staffing agency to fill one or more positions with qualified candidates. AI recruiting tools accelerate job order fulfillment by instantly screening candidates in the agency's database against new job order requirements.

Instant Screening

Knockout Questions

Must-pass screening questions that immediately disqualify candidates who do not meet non-negotiable requirements such as required licenses, availability, or willingness to relocate. AI voice agents ask knockout questions early in screening calls to efficiently focus on qualified candidates.

Screening Configuration

Large Language Model (LLM)

A type of AI model trained on vast amounts of text data that can understand and generate human language. LLMs power recruiting AI features like job description generation, candidate communication, screening question creation, and conversational agents.

Lead Routing

The automatic assignment of incoming candidate leads or applications to specific recruiters based on rules like role type, geography, client, or workload balance. AI-powered lead routing optimizes assignments based on recruiter performance and availability.

Smart Lead Routing

Machine Learning

A subset of artificial intelligence where systems learn and improve from data without being explicitly programmed. In recruiting, machine learning powers predictive models for candidate scoring, sourcing recommendations, and screening optimization that improve with each hiring cycle.

Predictive Analytics

Managed Service Provider (MSP)

A third-party organization that manages a company's contingent workforce program including staffing vendor management, compliance, and reporting. MSPs use AI tools to standardize screening and improve candidate quality across multiple staffing suppliers.

Enterprise Platform

Multi-Channel Communication

The practice of reaching candidates through multiple communication channels such as phone calls, SMS, email, and voicemail in a coordinated sequence. AI platforms orchestrate multi-channel campaigns to maximize candidate response rates and engagement.

Multi-Channel Outreach

Multilingual Screening

The ability to conduct candidate screening in multiple languages to serve diverse talent pools. AI voice agents with multilingual capabilities can screen candidates in their preferred language, expanding reach to non-English-speaking applicants and global talent markets.

23-Language Support

Natural Language Processing (NLP)

A branch of artificial intelligence that enables computers to understand, interpret, and generate human language. In AI recruiting, NLP powers voice agents that comprehend candidate responses and extract meaningful information from conversations.

Voice AI Technology

Natural Language Understanding (NLU)

A subset of NLP focused specifically on a machine's ability to comprehend the meaning and intent behind human language input. NLU enables recruiting AI agents to understand candidate answers even when phrased in unexpected ways.

Net Promoter Score (NPS)

A metric measuring satisfaction and loyalty by asking respondents how likely they are to recommend a product or service on a 0-to-10 scale. Candidate NPS measures satisfaction with the hiring experience, and AI screening tools often achieve higher scores than manual processes.

Analytics Dashboard

Offer Acceptance Rate

The percentage of job offers extended by an organization that are accepted by candidates. AI recruiting platforms improve offer acceptance rates by maintaining candidate engagement throughout the process, reducing time-to-offer, and ensuring candidates remain interested.

Onboarding Automation

The use of technology to streamline the process of integrating new hires into an organization, including paperwork completion, training assignment, equipment provisioning, and orientation scheduling. AI extends onboarding automation with personalized welcome calls and check-ins.

Parsing (Resume Parsing)

The automated extraction of structured data from unstructured resume documents, including candidate name, contact information, work history, education, and skills. AI-powered parsers use NLP to understand context and accurately categorize information even from non-standard resume formats.

Passive Candidate

A professional who is not actively seeking a new job but may be open to the right opportunity. AI recruiting agents can re-engage passive candidates in a talent database through personalized outreach calls at scale.

Candidate Re-engagement

Personalization at Scale

The ability to deliver individualized communication and experiences to a large number of recipients simultaneously. AI recruiting platforms achieve personalization at scale by tailoring screening questions, outreach messaging, and follow-ups based on each candidate's profile and behavior.

Personalized Outreach

Pipeline Velocity

The speed at which candidates move through each stage of the recruiting funnel from application to hire. AI accelerates pipeline velocity by eliminating bottlenecks in screening, scheduling, and communication that cause candidates to stall or drop out.

Pipeline Analytics

Placement

The successful assignment of a candidate to a job position, particularly in the staffing industry. A placement occurs when a candidate starts work at a client company, and staffing agencies track placements as a key revenue and performance metric.

Placement Results

Pre-Screening

An initial evaluation of candidates before a formal interview to determine basic qualification and interest. Pre-screening may include phone calls, questionnaires, or AI-conducted conversations that verify must-have requirements like availability, compensation expectations, and required certifications.

AI Pre-Screening

Predictive Analytics

The use of statistical models and machine learning to forecast future outcomes based on historical data. In recruiting, predictive analytics estimates which candidates are most likely to accept offers, perform well, stay long-term, or respond to outreach.

Predictive Insights

Quality of Hire

A metric evaluating the value a new employee brings to an organization, typically measured through performance ratings, retention, ramp-up time, and hiring manager satisfaction. AI screening improves quality of hire by applying consistent, data-driven evaluation criteria to every candidate.

Quality Metrics

Recruitment Automation

The use of technology to automate repetitive recruiting tasks such as job posting, resume screening, candidate communication, interview scheduling, and follow-ups. AI-powered recruitment automation goes beyond rule-based workflows by using intelligent agents that adapt to each interaction.

JobTalk AI Platform

Recruitment Marketing

The strategies and tactics used to attract, engage, and nurture talent before they apply for a job, similar to how marketing attracts customers. Recruitment marketing includes employer branding, content marketing, social media, and targeted advertising on job platforms.

Recruitment Process Outsourcing (RPO)

A model where an external provider manages all or part of an organization's recruitment function. RPO providers increasingly use AI recruiting platforms to deliver faster results, improved quality, and lower costs for their enterprise clients.

Enterprise Platform

Referral Hiring

A recruitment method where current employees recommend candidates from their personal and professional networks for open positions. AI tools enhance referral programs by automating outreach to referred candidates, screening them, and tracking referral source performance.

Req Load

The number of open job requisitions assigned to a single recruiter at any given time. AI recruiting tools increase manageable req loads by automating screening and scheduling, allowing each recruiter to handle significantly more open positions without sacrificing quality.

See ROI Results

Requisition (Req)

A formal internal request to fill a job position, containing the role title, requirements, compensation range, and approval chain. Requisitions in an ATS track the lifecycle of each hiring effort from opening through candidate selection and offer.

Response Rate

The percentage of contacted candidates who respond to outreach attempts. AI voice agents achieve higher response rates than email or text outreach alone because phone calls create immediate, personal engagement that prompts real-time conversation.

Boost Response Rates

Resume Database

A searchable collection of candidate resumes stored in an ATS, job board, or proprietary system. AI-powered resume databases use semantic search and skills inference to surface relevant candidates beyond simple keyword matching.

ATS Integrations

Screening Questions

Predefined questions asked during candidate evaluation to assess qualifications, availability, interest, and fit for a specific role. AI voice agents deliver screening questions conversationally and adapt follow-up questions based on candidate responses.

Screening Setup

Sentiment Analysis

The use of AI to analyze the emotional tone and attitude expressed in text or speech. In recruiting, sentiment analysis evaluates candidate enthusiasm, confidence, and engagement during screening calls to provide richer candidate insights.

Sentiment Scoring

Skills-Based Hiring

A recruiting approach that prioritizes a candidate's demonstrated skills and competencies over traditional credentials like degrees or job titles. AI assessment tools evaluate specific skills through structured questions, work samples, and conversational evaluation.

Skills Assessment

SLA (Service Level Agreement)

A contract between a staffing agency and client that defines performance expectations such as time to submit candidates, fill rate targets, and quality benchmarks. AI recruiting tools help agencies consistently meet SLAs by accelerating screening and improving candidate quality.

Enterprise SLAs

SMS Recruiting

The use of text messaging to communicate with candidates during the recruiting process for purposes like scheduling, reminders, status updates, and quick screening questions. AI platforms coordinate SMS with phone and email outreach for unified multi-channel engagement.

SMS & Voice Outreach

SOC 2 Compliance

A security framework developed by the AICPA that defines criteria for managing customer data based on trust service principles: security, availability, processing integrity, confidentiality, and privacy. AI recruiting platforms handling sensitive candidate data typically maintain SOC 2 Type II certification.

Security & Compliance

Source of Hire

A recruiting metric that identifies which channels or sources produce hired candidates, such as job boards, referrals, career sites, or staffing agencies. Tracking source of hire helps recruiters allocate budget and effort to the most productive channels.

Source Analytics

Speech Recognition

The technology that converts spoken language into text, enabling machines to understand voice input. In AI recruiting, speech recognition transcribes candidate phone screen responses in real time, powering scoring, analysis, and searchable conversation records.

Voice AI Technology

Speech Synthesis

The artificial production of human-like speech from text, also known as text-to-speech (TTS). Modern speech synthesis used in AI recruiting produces natural-sounding voices that are nearly indistinguishable from human speech.

23 Language Voices

Staffing Agency

A company that matches employers with qualified workers for temporary, contract, or permanent positions. Staffing agencies use AI recruiting platforms to scale candidate screening and placement across multiple clients and job orders simultaneously.

Industries We Serve

Structured Interview

An interview format where every candidate is asked the same predetermined set of questions in the same order, with responses evaluated against a consistent rubric. AI voice screening inherently delivers structured interviews, ensuring fairness and comparability across all candidates.

Structured AI Screening

Submittal

The presentation of a qualified candidate's profile to a client or hiring manager for consideration, typically in staffing. AI screening increases submittals per recruiter by rapidly qualifying large numbers of candidates and generating structured profiles for client review.

3x More Submittals

Talent Acquisition

The strategic, ongoing process of identifying, attracting, and hiring skilled workers to meet organizational needs. Unlike reactive recruiting, talent acquisition encompasses employer branding, workforce planning, pipeline building, and long-term candidate relationship management.

JobTalk AI Platform

Talent Database Reactivation

The process of reaching out to previously sourced or placed candidates in a recruiter's existing database to fill new openings. AI voice agents automate reactivation by calling candidates at scale to check availability and interest.

Database Reactivation

Talent Pool

A curated group of candidates who have been identified as potential fits for current or future positions. AI platforms maintain active talent pools by tracking candidate engagement, updating availability, and automatically matching pool members against new requisitions.

Pipeline Management

Text-to-Speech (TTS)

Technology that converts written text into spoken audio output. Advanced TTS engines used in AI recruiting produce natural, conversational speech with appropriate intonation, pacing, and emphasis for realistic phone screening experiences.

Multilingual Voices

Time to Fill

A recruiting metric measuring the number of days between opening a job requisition and a candidate accepting an offer. AI recruiting platforms reduce time to fill by automating screening and scheduling, often cutting the metric by 50% or more.

70% Faster Time-to-Fill

Time to Submit

In staffing, the time between receiving a job order from a client and submitting qualified candidates. AI screening dramatically reduces time to submit by instantly qualifying candidates from a talent database.

Instant Qualification

Transcription

The process of converting spoken audio into written text. In AI recruiting, real-time transcription of screening calls creates searchable records, enables automated scoring, and provides hiring managers with detailed candidate conversation summaries.

Recordings & Transcripts

Two-Way ATS Sync

A bidirectional data integration between an AI recruiting platform and an applicant tracking system where candidate data, screening results, and status updates flow automatically in both directions. Two-way sync eliminates manual data entry and keeps both systems current.

ATS Integrations

Vendor Management System (VMS)

Software used by organizations to manage and procure staffing services from multiple vendors. A VMS tracks job orders, candidate submittals, worker assignments, timesheets, and invoicing across all staffing suppliers in a centralized platform.

Enterprise Platform

Voice AI

Artificial intelligence technology that enables machines to understand and produce spoken language in real-time conversations. Voice AI in recruiting conducts phone calls with candidates for screening, scheduling, and follow-up, delivering a human-like conversational experience.

Voice AI Screening

Voice Biometrics

Technology that identifies or verifies a person's identity based on unique characteristics of their voice. In recruiting, voice biometrics can help verify candidate identity during phone screenings and prevent fraud in remote hiring processes.

Enterprise Security

Voicemail Drop

A technology that delivers a pre-recorded voicemail message directly to a candidate's voicemail inbox without ringing their phone. AI recruiting platforms use voicemail drops as part of multi-channel outreach to increase candidate callback rates.

Voicemail & SMS

WebRTC

Web Real-Time Communication — an open-source technology that enables real-time audio, video, and data communication directly in web browsers without plugins. Recruiting platforms use WebRTC for browser-based voice calls between AI agents and candidates.

Try Live Demo

Workforce Planning

The strategic process of analyzing and forecasting an organization's current and future talent needs to ensure the right people are in the right roles at the right time. AI-powered workforce planning uses predictive models to anticipate hiring demands based on business growth, attrition, and market trends.

Forecasting & Analytics

Workflow Automation

The design and execution of automated sequences of tasks triggered by specific events or conditions. In recruiting, workflow automation connects screening, scoring, scheduling, and ATS updates into a seamless pipeline that runs without manual steps.

Workflow Automation

About the Author

Taj Haslani
Taj Haslani

CEO & Founder

Serial entrepreneur with 25+ years of experience building and leading businesses in the staffing and HR technology space. Taj founded JobTalk AI to transform recruiting with voice AI technology.