All Systems

Problem: A Kenyan financial institution's compliance team spends 40+ hours monthly manually producing regulatory reports across fragmented data sources, with no automated alerting when KPIs approached breach thresholds.

Solution: Power BI dashboards with dbt transformations. Real-time compliance monitoring for Kenyan banking regulations. Automated alerting for regulatory breaches.

Problem: Job seekers manually checking 7+ platforms daily missed time-sensitive postings — the fragmented job market meant relevant roles expired before candidates found them.

Solution: Automated job aggregation system using Streamlit, Gmail API, Jooble API, Groq LLaMA, and Playwright. Multi-source scraping with Telegram notifications.

Problem: Environmental NGOs and field teams tracking tree planting initiatives across Kenya had no centralized, real-time system to monitor survival rates, regional suitability, or impact metrics — leading to delayed reporting and duplicate field work.

Solution: Geospatial ETL pipeline + PostgreSQL/PostGIS. Real-time dashboards tracking 10,000+ tree planting records across Kenya. FastAPI backend, React frontend.

Problem: Teachers in under-resourced schools have no scalable tool to deliver personalized assessments - every student received the same quiz regardless of performance level, and feedback was slow and manual.

Solution: AI-powered personalized learning system with adaptive quizzes, real-time feedback, and teacher analytics. Built with FastAPI, PostgreSQL, and LLM integration.

Problem: Travelers planning Kenya safaris spend 10+ hours manually researching across dozens of fragmented sources, booking sites, travel blogs, forums, with no single reliable, conversational interface.

Solution: LangChain + Weaviate vector database RAG pipeline. Semantic search across 2,000+ curated Kenya travel experiences. Deployed FastAPI backend + Next.js frontend.

Problem: A client lacked accessible, real-time dashboard existed for monitoring and visualizing global seismic events with automated data refresh: existing tools were either manual or required expensive subscriptions.

Solution: Real-time ETL: USGS API → PostgreSQL. Apache Airflow orchestration. Live Grafana dashboards for global seismic monitoring and trend analysis.

Problem: Economists and policymakers tracking food inflation in Kenya have no automated, pipeline combining price scraping, cleaning, and forecasting in a single system, analysis is often manual and weeks/ months behind.

Solution: PySpark scraping pipeline tracking food prices nationwide. Time-series forecasting models. Real-time Grafana economic intelligence dashboards.

Problem: Gaming and retail clients spend 20+ hours per research cycle manually reading market reports, with no way to query across documents or surface emerging trends at scale.

Solution: LangChain + OpenAI Function Calling pipeline processing 1,000+ market reports. Identified 12 new market niches for gaming and retail clients.

Problem:

Solution: Movie discovery platform with search, filtering, and detailed information using TMDB API.

Problem:

Solution: Complete e-commerce solution with product catalog, shopping cart, and payment integration.