LLM-Based Email Agent to Minimize Payment Delays


How an email parsing assistant trained to detect payment-related problems achieved a 90% acceptance rate, reduced customer suspensions by 2%, and delivered major workflow improvements.
GenAI Payment Extraction to Extend Automation & Pipeline
An LLM-based extraction workflow that garnered
6% immediate adoption by the customer base, established the feature as a net new customer entry point, and significantly reduced manual payment breakdown time and time to revenue.


ML-Driven Payment Matching for Faster Time to Revenue


An automated matching algorithm driven by machine learning achieved a ~90% auto-match rate, minimizing manual matching and speeding up revenue recognition cycle times for cash application teams.
Real-Time Clarity & Rapid Issue Resolution in Procurement


This solution was the foundation for an Enterprise 2.0 platform while also opening the door to a new mid-market customer base, achieving improved issue response times and reduced ambiguity regarding ownership at every stage in the order lifecycle.
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Other Work
Cash Flow Performance
This strategic initiative conveyed up-the-chain product value to finance executives. The concept centered on the power of Tesorio’s direct cash flow forecast product paired with invoice and payment-level insight provided by its AR automation functionality.




0→1 Transformation of Supply Chain Program Management
This program management platform transformed a disjointed, often manual process into an online solution for banks managing hundreds of programs and billions in credit, supporting faster program creation, a 35% increase in supplier onboarding speed, and reduced credit risk through entity and matching and de-duplication.
Illuminating Performance Dynamics for Trading Partners
A proof-of-concept supplier scorecard that transformed the network’s operational data into actionable performance analytics, enabling trading partners to see performance dynamics they sensed but couldn’t previously quantify and delivering a shared fact base that gave both parties equal insight and balanced power in negotiations.

