Operating results at scale

Whole loan trade and securitization execution at a top-10 national originator depended on clean handoffs across 50+ branches. Loans falling out of trades at a 3.0% ratio meant real value leaking out of every transaction. I redesigned the execution workflows end to end, standardized the cross-functional handoffs, and built an exception team that worked the pipeline systematically.

A custom performance dashboard gave the team real-time visibility into daily processes and audit metrics, driving exception resolution to a 0.78% unresolved rate against an industry standard above 3%. The fallout ratio landed at 0.09%, preserving $700M+ in enterprise value.

Sixty platforms meant sixty contracts, sixty integration points, and sixty places for process to break. I directed the design and build of 25+ custom applications on Azure that replaced the entire legacy environment, sequenced so the business never stopped operating during the transition.

The consolidation delivered 82% enterprise-wide efficiency gains, measured against the operations it replaced, not against a projection.

A court-ordered review carried a projected timeline of more than two years. Missing it was not an option, and outside counsel pricing for the full scope ran past $30M over what we ultimately spent. I directed the design and build of a purpose-built review system, implementing technology-assisted review and AI/ML document review with a team of 6.

The review closed in under 7 months. Every decision in the system was built to be defensible with opposing counsel watching.

Physical storage ran $30,000 a month when the work started. A decade-long program of progressive digitization, defensible disposition, and records governance brought 175,000+ archived boxes down to fewer than 150 and the monthly cost to near zero.

The savings compounded to $10M+ over the life of the program, with every disposition decision documented and defensible.

Twelve business entities generating paper across every function, with the retrieval delays, storage costs, and compliance exposure that come with it. The paperless transformation moved 120M+ records into governed digital systems and rebuilt the processes around them.

The result was $2M+ in annual savings and document retrieval measured in seconds instead of minutes.

In a 2025 advisory engagement, I assessed a Fortune 500 client's subpoena processing end to end. The workflow ran through 6 manual systems, took 8 hours per request, and exposed sensitive data at every handoff.

I identified and mapped the consolidation path to a single application, a route from 8 hours to 5 minutes with the data-exposure risk removed at each handoff point, and delivered the roadmap for the client to execute.

The full enterprise cloud migration moved 175+ servers and 45TB of data to Microsoft Azure. No hybrid leftovers, no servers kept running because nobody wanted to make the call. On-premise technical debt went to zero.

Infrastructure costs dropped 65%, and the migration laid the foundation the 25+ custom applications were built on.

I directed the design and build of the enterprise eDiscovery program, bringing processing, deduplication, and review optimization in-house rather than paying vendor rates on every matter. The program implemented technology-assisted review and AI/ML document review and scaled to 200+ concurrent matters.

Annual savings ran $5M+, with the cost of every matter justified to the CFO and every decision defensible in court.