User Journey

SMART delivers a structured, intelligence-driven hiring experience by guiding organizations from identifying a hiring need to making an evidence-based hiring decision. The platform ensures that every stage of the recruitment lifecycle is connected through a unified competency framework, providing consistency, transparency, and measurable outcomes for both recruiters and candidates. Organization Journey 1. Organization Registration The organization creates its SMART workspace by registering company information, configuring departments, assigning user roles, and establishing hiring workflows. This creates the organizational foundation required for AI to understand the business environment. Outcome A fully configured organization workspace ready for hiring.

2. Create Hiring Requirement The recruiter or hiring manager initiates a hiring request by defining the business need, expected outcomes, responsibilities, and role expectations. Unlike traditional recruitment systems, the process begins with understanding why the organization is hiring rather than immediately creating assessments. Outcome A structured hiring requirement with sufficient business context. 3. AI Competency Discovery SMART analyzes the hiring requirement and organizational context to generate a company-specific competency blueprint. Recruiters review the AI recommendations, modify competencies if required, assign priorities, and approve the blueprint. Outcome An approved competency framework representing the organization's definition of success for the role. 4. Assessment Framework Creation Based on the approved competency blueprint, SMART automatically creates a complete evaluation framework consisting of appropriate assessments, structured interviews, and scoring methodologies. Recruiters may customize the generated framework before publishing the assessment. Outcome A competency-aligned hiring process ready for candidate participation. 5. Candidate Invitation Candidates are invited through secure links or assessment campaigns. The organization monitors invitation status, completion progress, and candidate participation from a centralized dashboard. Outcome Candidates enter the structured evaluation process. 6. Candidate Evaluation Candidates complete assessments designed specifically for the competencies required by the organization. SMART collects structured evidence across technical, cognitive, behavioral, and role-specific dimensions while ensuring standardized evaluation methods.

Outcome Comprehensive competency evidence for every candidate. 7. AI Talent Intelligence Following assessment completion, SMART evaluates candidate performance against the organization's competency blueprint and generates explainable hiring insights. Recruiters receive:

● Talent Match Score

● Competency breakdown

● Comparative candidate analysis

● Hiring recommendations

● Organization fit analysis

● Competency gap reports Outcome Objective and explainable hiring intelligence. 8. Hiring Decision Recruiters and hiring managers collaboratively review candidate intelligence, interview outcomes, and competency reports before making the final hiring decision. SMART provides recommendations but does not replace human judgment. Outcome A confident, evidence-based hiring decision aligned with business objectives. 9. Continuous Intelligence The hiring process does not end with candidate selection. SMART continuously captures hiring insights that help organizations refine competency frameworks, improve future assessments, and build institutional hiring intelligence over time. Outcome A continuously improving, data-driven hiring ecosystem. Candidate Journey The candidate experience is designed to be transparent, structured, and focused on demonstrating capability rather than relying solely on resumes or subjective interviews. 1. Receive Assessment Invitation

2. Verify Identity (if enabled) 3. Access Candidate Dashboard 4. Complete Assessments 5. Participate in Interviews (if applicable) 6. Submit Evaluation 7. Receive Status Updates 8. Receive Organization Communication Candidates are evaluated against clearly defined competencies that reflect the organization's actual requirements, creating a fairer and more meaningful assessment experience. End-to-End Workflow Organization Setup ↓ Create Hiring Requirement ↓ AI Business Understanding ↓ Competency Blueprint Generation ↓ Blueprint Approval ↓ Assessment Framework Generation ↓ Candidate Invitation ↓ Assessment & Interviews ↓

AI Talent Intelligence ↓ Hiring Decision ↓ Continuous Hiring Intelligence This journey ensures that every hiring decision is grounded in business context, standardized competency evaluation, and explainable intelligence rather than subjective judgment alone.