Many candidates fail job interviews not because of lack of knowledge, but because of poor articulation, nervousness, or inability to frame answers properly. Practicing with an AI bot that mimics real interviews and gives structured feedback can dramatically improve confidence and performance.
Build a platform where users undergo mock HR interviews. The AI bot asks standard HR questions (e.g., 'Tell me about yourself'), records user responses (text or voice), analyzes their answers using NLP techniques (sentiment, completeness, professionalism), and provides constructive feedback.
Users experience simulated HR interviews with dynamic question sets and real-time answer recording.
Analyze response quality using sentiment analysis, keyword matching, language fluency, and relevance scoring.
Provide users with detailed feedback after each interview attempt to highlight strengths and suggest improvements.
Track user improvement across multiple mock interviews by comparing scores and analytics over time.
Users start a mock interview session where the bot presents questions one by one. After answering (via text or voice), the AI evaluates their response for relevance, completeness, and professionalism. The session ends with a detailed scorecard and improvement suggestions.
Next.js, React.js for chat interface, mock interview screens, response capture, and feedback presentation
Python (Flask/FastAPI) for NLP-based answer evaluation using NLTK, spaCy, or Hugging Face transformers
MongoDB/PostgreSQL for user profiles, session histories, questions, and feedback analytics
Web Speech API for voice-to-text capturing if users prefer speaking instead of typing responses
Prepare categorized HR question sets and store them in the database for randomized or structured retrieval during sessions.
Develop a conversational interface that presents questions, captures responses, and manages interview session timing.
Analyze user responses for key phrases, sentiment polarity, relevance, grammar, and clarity using NLP pipelines.
Generate personalized feedback reports highlighting response strengths, areas of improvement, and practice tips.
Maintain user profiles showing improvement trends across multiple interviews for better tracking and motivation.
Build your AI Interview Bot for Mock HR Interviews — empower students and job seekers to sharpen their communication and interview skills smartly and confidently!
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