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Portfoliochevron_rightPrepX
Case Study: AI Platform

PrepX

Engineered a full-stack AI platform integrating 3D avatars, real-time voice processing, and resume-driven intelligence.

Full-StackMulti-Agent SystemsReal-Time AIEdTech
The Product

The AI Career Co-Pilot

Master live interviews, map complex career paths, and upskill faster with a real-time AI co-pilot. PrepX goes completely beyond typical mock interview apps by integrating live AI tutoring with 3D avatars, intelligent ATS job discovery, and multi-stage simulations driven by complex LangGraph workflows.

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Real Time 3D Tutors

Practice via live video with an intelligent AI interviewer that adapts to your skill level. Powered by Google Gemini and LiveKit WebRTC.

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ATS Job Discovery

An 8-agent pipeline that scours the web to aggregate, normalize, deduplicate, and score job listings directly against your resume.

The Architecture

Multi-Agent Architecture

Devntra delivered a distributed microservices ecosystem orchestrating voice processing, AI inference, and media delivery across cloud storages with extremely low latencies.

Clean programming language source code on a dark screen

Multi-Modal RAG

Processing PDFs, images, and structured data using ChromaDB vector embeddings and semantic retrieval for context-aware responses.

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LangGraph Workflows

A 9-node LangGraph agent workflow powering the realistic multi-stage career progression simulator.

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LiveKit WebRTC

Real-time video/audio streaming communicating with Google Gemini RT and Bey Avatar 3D SDK.

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React
Nd
Node.js
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FastAPI
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LangChain
MDB
MongoDB
LK
LiveKit
Impact & Results
30%
Latency Reduction

Decreased AI response latency through parallel processing and optimized retrieval indexing.

9Nodes
Agent Workflow

Comprehensive multi-stage career simulation powered by LangGraph.

8Agents
Discovery Pipeline

Scouts the web to aggregate, normalize, and score real-time ATS job listings.

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“PrepX goes beyond typical mock interview apps. The integration of live AI tutoring with 3D avatars and career simulations is completely game-changing for the job market.”
MC
Marcus ChenFounder, PrepX

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