Headline Impact
10 Sec
From Job Description to Complete Custom Interview
HR Tech
NLP
Interview Automation
10 Sec
From job description to fully customized interview questions
11 Depts
Must-have skill database spanning 11 departments
Adaptive
Difficulty-calibrated questions for any role and level
The Client
Confidential — Leading HR Tech Startup
A leading HR Tech startup that needed standardized, scalable candidate evaluation across different roles and industries — without requiring interviewers to manually design question sets each time.
The Challenge
Inconsistent Evaluation Across Roles and Industries
Every role and industry required different evaluation criteria. Hiring managers spent significant time crafting interview questions from scratch, leading to inconsistent candidate assessment. A key additional challenge: many candidates submitted incomplete or vague CVs, making skill-based evaluation unreliable without augmentation.
What We Built
AI-Powered Interview Generation Platform
1. Job Description Parser
Extracts critical must-have skills from any job description, mapping them against a database of skills across 11 departments.
2. Question Generator
Creates customized interview questions at varying difficulty levels, calibrated to the specific role and seniority.
3. CV Augmentation
Automatically fills gaps in incomplete or vague CVs by inferring relevant skills based on role requirements and candidate background.
4. Preview & Edit Interface
HR teams preview generated interviews, modify questions, adjust difficulty, and create complex dialogue flows before distribution.
Technology
Powered By
NLP Skill Extraction
Difficulty Calibration
CV Augmentation
Question Generation
Multi-Department Skill Database
The Results
Complete Interviews in Under 10 Secutes
Generated complete, customized interviews in in under 10 seconds from just a job description. Standardized evaluation across roles while giving HR teams full control to fine-tune the output.
"A key challenge was augmenting incomplete, vague CVs with relevant skills for the role — the system handles that automatically."
— HR Tech Startup
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