AI/MLLive

HireWise

AI-driven mock interview platform with real-time feedback, speech analysis, and personalized improvement suggestions

2024
HireWise

Project Overview

HireWise is an advanced mock interview platform powered by AI that helps job seekers prepare for real interviews through realistic practice sessions. The platform uses speech recognition to transcribe responses, analyzes them using NLP for content quality, and provides real-time feedback on communication skills. Built with Next.js and Python, HireWise simulates various interview formats (technical, behavioral, case studies) and uses OpenAI's GPT models to generate follow-up questions and personalized improvement suggestions.

Technologies Used

Next.js

Full-stack React framework with SSR

Python

Backend AI processing and speech analysis

OpenAI GPT

Dynamic question generation and feedback

Web Speech API

Browser-based speech recognition

TensorFlow

Sentiment and emotion analysis models

MongoDB

Interview history and analytics storage

Key Features

AI-generated interview questions tailored to job roles
Real-time speech-to-text transcription and analysis
Feedback on communication: pace, filler words, clarity
Content quality analysis: relevance, structure, depth
Sentiment and confidence detection from speech patterns
Mock interviews: technical, behavioral, case study formats
Video recording with facial expression analysis
Detailed performance reports with improvement suggestions

Development Process

1

Speech Recognition

Integrated Web Speech API for real-time transcription

2

AI Question Generator

Built dynamic question generation with OpenAI GPT

3

NLP Analysis

Implemented content quality and sentiment analysis

4

Feedback Engine

Developed multi-dimensional feedback system

5

Video Processing

Added facial expression and body language analysis

6

Analytics Dashboard

Created progress tracking and improvement insights

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