Agentic AI

AI Interview Practice Partner

A conversational mock interview system that adapts question difficulty, scores answers, and generates improvement roadmaps.

Next.jsGroqLangChainWeb Speech APIPostgreSQL

Problem Statement

Interview preparation is often passive, generic, and disconnected from real-time feedback.

Solution

An AI interviewer conducts role-specific sessions, evaluates answers against rubrics, and recommends focused practice loops.

Results

Structured feedback loops | Role-specific question packs | Session summary generation

Future Improvements

Add voice-first interviews | Add coding round simulator | Add company-specific prep modes

Architecture Workflow

01
Role intake
02
Adaptive question agent
03
Answer evaluation
04
Feedback synthesis
05
Progress memory

Challenge Log

Reducing hallucinated feedback
Keeping sessions natural
Balancing coaching with scoring
Metrics: 500+ session target | 40% confidence lift