I work where technical decisions become business consequences.
Build vs buy. Prototype vs platform. Vendor promise vs production reality.
I’m brought in when the call matters: to prove the path, shape the system, and carry it through delivery — across banking, insurance, biotech, energy, HR tech, and professional services.
Three eras of shipping systems — and the judgment to know what each demands.
Document intelligence for major financial institutions — before the LLM era.
PIMCO
MetLife
KPMG Ignite needed a way to assess portfolio risk across legal-document corpora too large for counsel review.
Built first for LIBOR transition analysis at a single bank, the system became a generalized document engine for major financial institutions: classifying contracts, extracting key facts, reconciling conflicting answers across versions and effective dates, and producing a single client-tuned risk view across each contract family.
Scaled from a seven-figure build into an eight-figure platform program across multiple institutions.