Selected Works

Healthcare • Enterprise SaaS

Healthcare Claims Processing Platform

Challenge

Healthcare billing teams faced massive claim denial rates, resulting in millions in lost revenue and manual resubmission workflows that delayed payments by months.

Solution

Built an enterprise-grade claims validation system with AI-powered denial prevention. The platform processes insurance claims in real-time, validates against 200+ denial codes, and integrates with multiple payer APIs for eligibility verification.

Key Features

Real-time claim ingestion and validation pipeline
AI-powered denial prediction using RAG architecture
High-throughput processing (50K+ claims/day)
Multi-source data integration (APIs, clinical notes, phone systems)
Automated eligibility verification and retry logic

Business Impact

35%

Denial Rate Reduction

50K+

Claims/Day

100%

Automated

Faster

Revenue Cycle

Technical Architecture

Stack

Typescript, Java, PostgreSQL

AWS

Cloud Native

HIPAA

Compliant

RAG AI

Claim Validation

Timeline

16 Weeks

Investment

$300K - $450K

AI/ML • Enterprise Software

AI Voice Coaching Platform

Challenge

Professional development teams and individuals struggled to practice difficult conversations and confrontational scenarios. Traditional role-playing was inconsistent and couldn't provide objective feedback or analytics on communication skills improvement.

Solution

Built a real-time AI voice coaching platform that simulates realistic conversational scenarios so that they can be mastered. The system processes live speech, generates contextual AI responses, and provides emotional analysis feedback through a seamless WebSocket-based architecture capable of supporting thousands of users.

Key Features

Real-time audio streaming with <2 second latency
Multi-AI integration (STT, LLM, TTS pipeline)
Concurrent session handling
Emotional analysis and feedback generation
Complete session recording and replay system
Admin analytics dashboard with performance metrics
AI persona customization and context management
Payment Integration

Business Impact

<2 Sec

Response Time

Scale

Enterprise-Ready

Metrics

Ready for Review

Tactical

Feedback Generation

Technical Architecture

Stack

Next.js, Go, PostgreSQL, Firebase

Stream

Real-time audio with websockets

AI Pipeline

Deepgram → Groq → OpenAI

Stripe

Subscriptions & Webhook Integration

Timeline

12 Weeks

Investment

$275K - $350K

SaaS • Social Impact

Food Donation Receipt Platform

Challenge

Restaurants and food service businesses struggled with complex paperwork when donating surplus food to nonprofits. Manual receipt generation was time-consuming, often non-compliant with IRS requirements, and created barriers to charitable giving that prevented businesses from claiming federal tax credits worth up to 15% of taxable income.

Solution

Built a comprehensive donation management platform that connects food donors with local nonprofits through interactive mapping. The system automates IRS-compliant receipt generation, enables real-time coordination, and provides complete audit trails for federal tax credit documentation worth up to 15% of business taxable income.