I design AI-assisted software that transforms complex business processes into intuitive internal tools.
From healthcare compliance to decision-support systems, my work begins with understanding the problem — not writing code.
I uncover inefficiencies by understanding how people, policies, and processes interact.
I translate operational requirements into intuitive digital workflows.
I use AI as a collaborative development partner to accelerate implementation while maintaining ownership of the design, logic, and final solution.
A configurable business rules and determination generation platform designed to support structured review processes, weighted decision-making, documentation analysis, and outcome generation across multiple industries. Built to reduce documentation variability and give reviewers a consistent, audit-ready path from case intake to final determination.
I spent years inside healthcare operations — medical records review, appeals documentation, claims administration — learning how regulated, high-volume environments actually work under pressure.
Along the way I kept noticing the same problem: good people repeating the same manual, error-prone documentation work because no one had built a better tool for it. So I started building one.
Today I use AI as a development partner to move from problem to working software faster, while staying responsible for the requirements, the logic, and the judgment calls AI can’t make on its own.
I’m happy to walk through how I’d approach it — and the resume covers the rest in one page.
The best solutions begin with understanding the workflow, not the technology.
My experience in healthcare operations exposed me to documentation challenges, fragmented processes, inconsistent review practices, and compliance-driven requirements. Those experiences shaped how I evaluate problems and identify opportunities for improvement.
Today, I use workflow analysis and process design to explore practical solutions that improve consistency, visibility, documentation quality, and operational effectiveness. I practice Human-Led AI Development — using AI as a collaborative engineering tool while staying responsible for the business analysis, workflow architecture, testing, and final decisions behind every solution.
Technology should simplify work, not complicate it. Every solution begins with understanding people, workflows, regulations, and business objectives — before any implementation begins. I practice Human-Led AI Development, where AI accelerates research, prototyping, and implementation while human judgment remains responsible for requirements, architecture, testing, and the final product.
These applications were designed to address recurring operational and compliance challenges commonly encountered in healthcare and business environments.
| Operational Challenge | Solution Developed |
|---|---|
| Structured review processes requiring consistent, audit-ready determination output | Decision Support Workflow Foundation |
| Inconsistent appeal determination documentation across reviewers and cases | Healthcare Appeals Documentation Builder |
| Missing or incomplete medical records slowing case readiness assessment | Medical Records Review Workbench |
| Audit finding and remediation tracking without standardized documentation | Compliance Audit Tracker |
| Vendor onboarding lacking structured risk scoring and compliance documentation | Vendor Risk Assessment Builder |
A configurable business rules and determination generation platform designed to support structured review processes, weighted decision-making, documentation analysis, and outcome generation across multiple industries. Built to reduce documentation variability and give reviewers a consistent, audit-ready path from case intake to final determination.
A workflow application that generates standardized healthcare appeal determinations using structured review processes, configurable rationale templates, and automated documentation generation. Designed to reduce documentation variability across reviewers and support faster, more consistent appeal determinations.
A records review application that tracks documentation completeness, identifies missing records, assesses case readiness, and generates structured review summaries. Built to cut down time spent chasing missing documentation and give reviewers a clear, at-a-glance view of case readiness.
A compliance management tool designed to document findings, assess risk levels, monitor remediation efforts, calculate compliance health scores, and generate audit summaries. Designed to replace scattered spreadsheets with a single source of truth for audit status and remediation progress.
Additional workflow solutions built on the Decision Support Workflow Foundation, demonstrating how the platform can be adapted across enterprise risk, regulatory compliance, procurement, and financial services use cases.
Risk-based vendor onboarding and assessment platform supporting compliance, procurement, and cybersecurity reviews with a consistent, defensible scoring method.
Built on the Decision Support Workflow Foundation architecture.
Structured exception review and approval workflow supporting regulatory compliance documentation and audit readiness.
Weighted scoring and evaluation workflow for procurement decisions, vendor selection, and contract compliance tracking.
Risk scoring and compliance review platform for fintech onboarding, regulatory assessments, and financial services oversight.
Grant application review and scoring platform supporting clean energy funding decisions, eligibility assessments, and award documentation.
Project review and approval workflow for renewable energy initiatives, compliance verification, and regulatory submission documentation.
A dedicated space for workflow innovation, operational improvement initiatives, dashboard concepts, and business solution design.
This section is dedicated to identifying operational challenges and designing practical technology-enabled solutions that improve visibility, efficiency, consistency, compliance readiness, reporting, and decision-making.
The focus is not on software development alone, but on solving real business problems through workflow design, process improvement, automation, and operational innovation.
Future solution concepts displayed within this section will utilize fictional organizations, fictional personnel, representative workflows, and sample data.
No proprietary, confidential, client-specific, or protected information will be displayed.
An enterprise-style workforce operations platform that manages overtime commitments, staffing capacity, coverage assignments, and workforce availability through role-based management dashboards. Designed to address the operational gap between formal HR systems and the day-to-day visibility needs of operations leadership — combining capacity planning, escalation tracking, audit logging, and coverage health monitoring into a single decision-support environment.
Download a copy of my professional resume highlighting healthcare operations, compliance experience, and technology projects.
Download Resume