The experience behind the framework
My methodology didn't come from a textbook. It was built across four enterprise environments, each one exposing a different dimension of what makes technology organizations succeed or stall.
eBay
Marketplace InfrastructureLearned how infrastructure decisions compound at marketplace scale — where a single architectural choice affects millions of transactions. Developed an eye for identifying systems that will become bottlenecks before they do.
PayPal
Payments & SecurityUnderstood what enterprise-grade security and compliance actually looks like when the stakes are financial. Built the foundation for ReviewCode's security posture assessment — evaluating not just whether systems are secure, but whether they can stay secure as AI adoption scales.
Gallup
Research & AnalyticsSaw how data-driven methodology and research rigor separates real insights from consultant theater. This is why ReviewCode's assessments produce scored, quantified results — not subjective opinions dressed up as strategy decks.
Home Instead
Franchise Operations & ServicesExperienced the gap between what franchise and services operations need from technology and what's actually available to them. Discovered that "good enough" AI tools can replace enterprise software costing 10x more — the insight that became ReviewCode's cost reduction methodology.
Why I started ReviewCode
Most mid-market companies are sitting on AI-ready systems they don't know they have. They're paying for software that AI can replace at a fraction of the cost. And when they look for help, they find two options: Big 4 firms that charge $500K for a strategy deck delivered in 12 weeks, or tool vendors who'll happily sell them AI products they don't need.
ReviewCode is the third option. I review your entire technology stack across five dimensions — tech stack health, AI readiness, automation potential, security posture, and staffing — and deliver a prioritized roadmap with measurable ROI in 30 days. Not 12 weeks. Not 6 months. 30 days.
The AI Pairing Framework I developed classifies every team and function into the right level of AI integration. The results speak for themselves: 10x developer velocity improvements, six-figure SaaS cost reductions, and AI integrations that pay for themselves in weeks.