AI & Machine Learning Engineering
Integrating Generative AI, Retrieval-Augmented Generation (RAG), and local model inference directly into enterprise applications.
🤖 Custom RAG & Vector Search
Connecting your enterprise knowledge base to LLMs using PGVector, Pinecone, and Qdrant for semantic search and AI assistance.
⚡ Local Model Deployment
Deploying open-weights models (Llama 3, DeepSeek, Mistral) on private cloud GPU instances for complete data privacy and low latency.
📊 Data Analysis & Applied ML
Turning large, messy operational datasets into decisions — from mining thousands of support tickets to refining fraud-detection models with better feature weighting and probability calibration.
Real-World Impact
CLEAN_Update
TF-IDF and Big Data analysis of 15,000+ support tickets spanning several years surfaced that 75% of issues traced back to installation and update failures — an insight that directly defined the roadmap for CLEAN_Update, the flagship product built to solve it.
Cerberus ID
Applied machine learning and data analysis to refine Cerberus ID’s model weights and probability calibration, measurably improving detection accuracy for fraudulent registrations.