Inspiration
Hiring is broken manual screenings are time-consuming, biased, and unable to keep up with volume. On top of that, interview cheating is rising. We wanted to create an AI agent that automates the interview process, detects fraud, and gives hiring agencies the power to screen faster and smarter.
What it does
RapidHire AI is an AI-powered interview agent that automates candidate screening.
- Analyzes resumes to generate smart, personalized questions
- Conducts 15-minute AI interviews via sharable links
- Records audio/video and monitors screen activity
- Uses AI to score candidates on grammar, fluency, and relevance
- Detects cheating using screen activity and behavior tracking
- Generates structured reports and lets recruiters review recordings
- Shortlists top candidates based on objective scoring
How we built it
Frontend: React.js
Backend: Node.js + Express + MongoDB
AI/NLP: Open-source LLMs for Q&A + scoring
Speech-to-text: Whisper (OpenAI)
Hosting: Vercel
Cheating Detection: OpenCV + screen/audio monitoring ( Under Development )
Challenges we ran into
Storing large audio/video securely without lag Running NLP + AI scoring under resource constraints Building a basic but effective cheating detection system
Accomplishments that we're proud of
- Built a working AI-powered interview system
- Created a resume-aware, personalized interview experience
- Designed a fair and automated scoring system
- Integrated basic fraud detection via screen monitoring
What we learned
- How to integrate AI into real-world hiring workflows
- Scaling video/audio processing efficiently
- Building ethical, unbiased scoring systems
- Deploying cloud infrastructure with limited budget
- Value of simplicity and automation in user experience
What's next for RapidHire AI - AI Agent for Smarter, Fairer Hiring
- Advanced cheating detection (eye tracking, tab switching alerts)
- Multilingual support for non-English interviews
- Integration with job boards and ATS systems
- Recruiter assistant chatbot for shortlisting + recommendations
- Industry-specific scoring models
- Public beta with hiring agencies and HR teams
Built With
- amazon-web-services
- aws-lambda
- mongodb
- next.js
- node.js
- openai
- opencv
- react-hook-form
- tailwind
- vapi-api
- whisper-(openai)

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