Client project
WhatsApp order intake
Customers order straight from a WhatsApp catalog and cart. When they just type a message instead (they always do), AI reads it and turns it into a proper order. Designed around WhatsApp's real limits, like the 24-hour reply window and number tiers, not the happy path.
Client project
Production RAG pipeline
Document question-answering that runs in production, not in a notebook. PDFs go in, grounded answers with their sources come out. The boring parts, like ingestion, chunking and retrieval quality, got just as much love as the chatbot.
Open source
Narayan
Our open-source RAG app. PyMuPDF to read the PDFs, ChromaDB to search them, duplicate files caught before they pollute the index, and a reranking step before the model ever sees a chunk. Every line is public, so you can judge the work yourself.
Client project
Quote intake & analysis
Turns messy requests for quotation into clean, structured requirements, then helps make sense of the quotes that come back. Built against the clock, which is a pretty good test of whether you actually know your tools.