AI Career Bot
From Zero Coding Knowledge to Production AI System
How I leveraged Claude & ChatGPT as development partners to build an enterprise-grade career advisor with bulletproof deployment infrastructure
Experience Live Demo →Project Vision & Execution
Strategic approach to AI-powered development
The Challenge
Create an intelligent interface where hiring managers and recruiters could explore my professional background through natural conversation.
- No prior Python coding experience
- Need for production-ready deployment
- Enterprise-grade reliability requirements
- Real-time analytics and monitoring
The Innovation
Used AI as development partners rather than just building an AI app - proving rapid enterprise system delivery through strategic tool leverage.
- Claude & ChatGPT as coding partners
- Iterative development with AI guidance
- Enterprise deployment practices
- Full-stack system architecture
Development Timeline
AI-powered learning journey over several months
Goal Definition
Identified need for interactive career exploration tool for hiring managers and recruiters
AI Partnership Begins
Started collaborating with Claude and ChatGPT to design system architecture and learn Python/Flask development
RAG Implementation
Built secure connection to Google Docs containing career history, creating updatable knowledge base
Dual AI Integration
Implemented side-by-side GPT-4 and Claude responses with performance comparison analytics
Enterprise Infrastructure
Developed bulletproof deployment system with dev/prod environments, automated validation, and rollback capabilities
Production Deployment
Launched on personal VPS with real-time analytics, monitoring, and enterprise-grade security measures
System Architecture
Enterprise-grade interconnected services
Frontend Layer
Backend Services
Data & Analytics
Infrastructure
Technologies & Services
Powered by modern development tools and enterprise services
Key Achievements
Measurable outcomes and technical milestones
Technical Sophistication
Enterprise practices implemented through AI-guided development
Bulletproof Deployment
Built comprehensive CI/CD pipeline with automated validation, environment transformation, and instant rollback capabilities.
- Dev/Prod environment separation
- Automated path transformation
- Comprehensive validation suite
- Snapshot backup system
- Emergency rollback procedures
Production Monitoring
Real-time analytics pipeline capturing user interactions, performance metrics, and system health monitoring.
- Live Q&A interaction logging
- Google Sheets analytics dashboard
- AI response time comparison
- Session tracking & metrics
- Health check endpoints
Business & Strategic Value
Demonstrable outcomes for product leadership
Product Vision
Identified market need and executed end-to-end solution delivery, demonstrating product management mindset and execution capability.
Innovation Leadership
Proved AI tools can accelerate complex system delivery for leaders who understand technology strategy and systems thinking.
Experience the System
See the live AI Career Bot in action and explore the enterprise-grade deployment infrastructure that powers it.