Crunched

Co-led development of a multi-agent AI system that detects numerical inconsistencies and errors across slide decks, built for M&A deliverables in management consulting, investment banking, and private equity. Owned the project end to end: product specification, AI pipeline architecture, prompt engineering, hallucination reduction, and benchmarking. Brought the false positive rate to a level where real customers trusted the output. The product works on any slide format and was actively used in sales conversations at major consulting firms.