Case Studies
Real results from real projects. Learn how we've helped companies ship production-grade AI and data systems.
Featured
Highlighted Projects
Building CineRAG: A Production-Ready Movie Recommendation Engine with RAG
How I built a Netflix-style movie recommendation system using RAG, vector search, and semantic understanding that delivers sub-50ms search across 9,742 movies.
Key Outcomes:
- 9,742+ movies indexed with 19-45ms search latency
- 40%+ cache hit rate (superior to typical 20-30%)
Building an Open-Source E-Commerce Analytics Platform with Supabase, dbt & Metabase
How I built a cost-effective, fully containerized BI solution that gives SMEs enterprise-grade analytics without the enterprise price tag.
Key Outcomes:
- 100% open-source stack with zero licensing costs
- Star schema dimensional model for optimized BI queries
Building a Compliance-Ready RAG Platform for Financial Services
How we built an enterprise RAG system that passed SEC audit requirements while delivering accurate, cited answers across 100K+ regulatory documents.
Key Outcomes:
- 100K+ documents indexed with sub-second retrieval
- Passed SEC audit on first attempt
Reducing Churn by 35% with Explainable ML
How we built a real-time churn prediction system with SHAP explainability that helped a SaaS company identify at-risk customers and take proactive action.
Key Outcomes:
- 35% reduction in customer churn within first quarter
- Real-time risk scoring with <100ms latency