Sentiment Analysis - LLM vs. Traditional ML.
Comparative sentiment analysis of customer reviews using a Generative AI (LLM-based) model vs. a traditional ML pipeline in RapidMiner. GenAI outperformed on sarcasm and mixed-sentiment language; traditional ML won on auditability. Findings translated into a brand perception report for stakeholders.
Market Intelligence Agent.
Automates the daily market research that PMs do manually. Monitors Reddit, Hacker News, Stack Overflow, and the web for competitor signals. Uses Claude to synthesize findings into a concise email digest. Runs on a daily schedule or on demand, with a web UI for managing subscriptions. Scales to zero on AWS.
Access Desk.
AI-powered IT self-service portal built on AWS Bedrock and Claude. Auto-grants or escalates software access requests based on job-level policy. LLM chat interface lets employees find tools in natural language and managers look up staff context.
U.S. Honey Production Analysis.
End-to-end statistical analysis of U.S. honey production data, examining supply-side dynamics including production volumes, pricing trends, and inventory levels across states and time periods. Applies inferential statistics and exploratory data analysis to surface actionable insights for agricultural commodity forecasting.