Strategic Impacts. Impacts.
Case studies in AI engineering, data science, and enterprise architecture—focused on solving complex business bottlenecks.
AI Job Hunter: Autonomous Talent Acquisition System
Lead AI Engineer & Architect
The Challenge
The manual process of discovering, matching, and applying for high-signal opportunities is extremely inefficient and prone to low quality. Most automation tools use 'brute force' which results in poor outcomes.
The Solution
Architected a multi-agent system using LangChain and Gemini 3.1. It features a decision layer that scores opportunities before applying, a RAG pipeline for dynamic context injection, and Playwright for human-like browser automation.
The Impact
Built an autonomous system that reduces job application time by 90% through intelligent filtering and RAG-based personalization.
Built an autonomous system that reduces job application time by 90% through intelligent filtering and RAG-based personalization.
Technical Engine
Predictive Analytics for Healthcare Payment Forecasting
Lead Data Scientist / Researcher
The Challenge
Healthcare revenue cycles are often reactive. Organizations struggle with delayed payments and high denial rates because they can't predict which claims are at risk.
The Solution
Developed a proactive framework using Random Forest and Neural Networks on a 3-year dataset (~28k records). Leveraging ML to forecast payment behaviors in RCM, achieving R² > 0.90 for financial prioritization.
The Impact
Enhanced financial predictability for large-scale healthcare providers and achieved R² > 0.90 accuracy.
Leveraging ML to forecast payment behaviors in RCM, achieving R² > 0.90 for financial prioritization.
Technical Engine
RevOps AI: Autonomous Data Auditing Platform
System Architect & Full Stack Developer
The Challenge
Billing errors and data hygiene issues cost healthcare providers millions. Manual auditing is slow, inconsistent, and unscalable.
The Solution
Built a platform with an Autonomous Agent Architecture (CEO, Eng, ML Pods). It uses a specialized logic component to scan for architectural patterns and Scikit-learn models for payment forecasting.
The Impact
Reduced manual audit effort by 40% and improved KPI visibility for financial controllers through real-time predictive dashboards.
A B2B SaaS transforming Healthcare RCM through autonomous data auditing and agentic pods.
Technical Engine
Collective Intranet: Enterprise Workflow Engine
Full Stack Architect & Main Developer
The Challenge
Managing a growing team across multiple RCM departments required a centralized, secure system for training, task management, and administrative reporting.
The Solution
Architected a secure internal platform using Next.js and PostgreSQL. Features centralized tasking, onboarding flows, and automated performance tracking for RCM teams.
The Impact
Streamlined operations for 50+ members, improving productivity and data security.
A secure internal platform centralizing onboarding, training, and performance tracking for RCM teams.
Technical Engine
CareerForge AI 3.0: Voice-AI Career OS
Full Stack AI Engineer
The Challenge
Job seekers lack realistic, real-time data and high-fidelity practice tools for competitive tech roles.
The Solution
Built a multi-agent career OS featuring low-latency voice interactions (Gemini 3.1 Live API) and real-time market grounding using Google Search integration.
The Impact
Built a voice-first career platform that provides real-time market grounding and interview coaching.
Revolutionizing how candidates prepare for high-stakes interviews with real-time AI feedback.
Technical Engine
ReviewRadar AI: Consumer Sentiment Intelligence
AI & Data Engineer
The Challenge
Businesses struggle to extract actionable insights from massive volumes of unstructured customer feedback.
The Solution
Developed an end-to-end sentiment intelligence platform with multi-threaded ETL pipelines, ensemble ML models, and VADER sentiment scores.
The Impact
Captured and processed 7M+ data points to provide deep technical insight into consumer behavior.
Processing 7M+ reviews to generate actionable sentiment insights for business growth.
Technical Engine
CodeX: Competitive Coding & Algorithmic Practice
Full Stack Developer & Algorithmic Researcher
The Challenge
Traditional coding platforms often lack specialized local-first performance tracking and specialized practice modes.
The Solution
Built a specialized environment focusing on algorithmic efficiency, featuring real-time execution metrics and structural complexity analysis.
The Impact
Developed a high-performance environment for mastering data structures and algorithmic complexity.
A robust platform for high-performance algorithmic practice and competitive coding simulations.
Technical Engine
Disaster Management System: Centralized Response Hub
System Designer & Lead Developer
The Challenge
Coordination during natural disasters is often fragmented, leading to delayed relief and inefficient resource distribution.
The Solution
Developed a centralized response platform integrating real-time reporting, resource tracking, and volunteer coordination modules using PHP and MySQL.
The Impact
Centralized relief efforts and optimized resource distribution for faster disaster response.
Digitizing relief coordination and resource allocation during critical natural disasters.
Technical Engine
Statistical Application: Financial Forecast Modeling
Statistical Researcher
The Challenge
Financial forecasts often fail due to improper validation of underlying statistical assumptions in high-volatility environments.
The Solution
Engineered a specialized application for comparing predictive performance across various statistical models, incorporating sensitivity analysis.
The Impact
Improved forecast reliability through advanced statistical validation and error distribution checks.
Applying rigorous statistical methodologies to validate financial forecasting accuracy.