Python, FastAPI, Machine Learning (scikit-learn, statsmodels), SQLite, HTML/CSS/JS, Heroicons
Real-time competitive anomaly detection across 165+ TV networks
Predictive campaign forecasting using ensemble ML models
Direct-to-consumer advertising pattern analysis and optimization
Infomercial performance tracking across 176K+ creative database
Market opportunity identification through network saturation analysis
Interactive executive dashboards with live data streaming
Innovation
Transformed reactive 30-45 minute alerts into proactive 3-7 day competitor predictions using advanced time series analysis
Python, Next.js, Twilio API, ElevenLabs, OpenAI GPT-4, CRM Integration, WebRTC
Real-time inbound/outbound call routing with AI voice agents
Dynamic lead qualification and sentiment analysis during calls
Seamless CRM integration for agent handoff with full context
Emotion-aware response generation and conversation flow
Multi-language support with accent adaptation
Real-time call transcription and automated follow-up scheduling
Innovation
Implemented contextual conversation memory and emotional intelligence for more natural customer interactions
OpenAI GPT-4, Python, Text-to-SQL, Statistical Modeling, SPSS Integration, AWS Lambda
Natural language query interface with intelligent text-to-SQL conversion
Three-fold system: freeform queries, guided analytics, and automated insights
Advanced statistical modeling with AI-generated executive summaries
Automated cross-tabulation analysis and significance testing
Dynamic PowerPoint report generation with contextual visualizations
Conversational data exploration with follow-up question suggestions
Innovation
Created intelligent query disambiguation system that translates business questions into precise statistical analyses
FastAPI, OpenAI Whisper API, GPT-4o-mini, Python, Librosa, SpeechBrain, Scikit-Learn, PyDub, NumPy/SciPy, Smart Speaker Identification, Enterprise ROI Analytics
Advanced voice fingerprinting using Librosa for pitch, spectral, and MFCC feature extraction
Smart speaker identification with name extraction from natural conversation patterns
Enterprise business intelligence with quantified ROI calculations ($21K+ annual value demonstration)
Multi-modal analysis: voice clustering (Scikit-Learn) + text pattern recognition + regulatory compliance
Manufacturing-focused risk analysis: safety incidents, quality defects, compliance violations
Automated audit trail generation for ISO 9001/14001/45001, OSHA, FDA compliance frameworks
Innovation
Combined OpenAI Whisper with advanced voice analytics (Librosa + SpeechBrain) and created hybrid speaker identification system that extracts real names from conversations while calculating quantified business ROI for every meeting
Salesforce API, HubSpot, Python, Machine Learning, Natural Language Processing, Zapier
Intelligent lead scoring using behavioral and demographic data
Automated email sequences with personalization at scale
Sales pipeline optimization and bottleneck identification
Customer churn prediction and retention strategies
Revenue forecasting with confidence intervals
Automated deal progression and follow-up recommendations
Innovation
Created multi-modal lead scoring combining web behavior, email engagement, and social media activity
Python, Flask, Scikit-Learn, Q-Learning, OpenAI GPT-4, Statistical Forecasting, HTML/Tailwind CSS
Real-time multi-robot coordination with intelligent task allocation
3-layer AI architecture: Expert System + Machine Learning + Conversational AI
Advanced path optimization using Q-Learning reinforcement learning
Natural language interface for warehouse operations and insights
Predictive demand forecasting with lightweight statistical models
Interactive dashboard with live robot tracking and performance metrics
Innovation
Integrated conversational AI with industrial robotics, enabling natural language queries about warehouse operations while maintaining resource efficiency
FastAPI, Pydantic, OpenAI GPT-4, scikit-learn, Jinja2, Tailwind CSS, Prophet, Manrope Font, Heroicons
Comprehensive 65+ parameter pre-operative risk assessment system
AI-powered personalized surgical optimization plans with OpenAI LLM integration
Multi-dimensional risk stratification: cardiac, pulmonary, renal, bleeding, infection risks
Predictive analytics for recovery timeline, complication forecasting, and readmission risk
Evidence-based prehabilitation programs and specialist consultation recommendations
Rule-based fallback system with graceful validation for incomplete data sets
Innovation
Combined traditional clinical risk indices (RCRI, ASA) with modern AI optimization, featuring graceful degradation for partial data inputs
Python, NLP, Environmental Data APIs, Blockchain, IoT Integration, TensorFlow, React
Automated carbon footprint calculation across all business operations
Scope 1, 2, 3 emissions categorization and tracking
Regulatory compliance reporting for multiple jurisdictions
AI-powered sustainability recommendations and optimization
Supply chain emissions tracking and vendor assessment
Predictive modeling for emissions reduction strategies
Innovation
Integrated IoT sensors with ML models for real-time emissions monitoring and automated reporting
