AI workflow systems for judgment-heavy commercial work

Business context into systems that ship.

I work where frontline judgment, workflow design, lightweight implementation, and AI deployment meet, with a deep operating base in high-touch sales, retail, and customer operations.

Cross-disciplinary background Systems engineering, computer science, architecture, luxury retail, and high-touch e-commerce.
Execution under real constraints Built and deployed internal tooling through IT, Data, security, compliance, rollout, and adoption.
Commercial judgment to AI workflow Turns tacit business decisions into workflow logic, data structure, and operating intelligence.
About

Business operator, systems thinker, and AI workflow builder.

My background crosses systems engineering, computer science, architecture, luxury retail, and high-touch e-commerce. That mix gives me an unusual operating position: I understand the business judgment happening inside real workflows, and I can turn that judgment into product logic, automation strategy, and working internal systems.

I have 9+ years in luxury retail and e-commerce, including 5 years generating $3M+ annually through high-value client relationships. Most recently, with limited resources, I independently initiated, built, deployed, and rolled out an internal workflow tool through IT, Data, security, and compliance review.

Shipped Chrome extension-based internal workflow platform from PRD to production, supporting 20 active users and replacing a $70K/year SaaS workflow.
Owned Scoping, build, testing, documentation, review, deployment, rollout, and adoption.
Bridged Business workflow, AI-assisted build process, permissions, logs, audit trails, UTM attribution, and stakeholder governance.
The Thinking

A thesis on human judgment and AI deployment.

Human Judgment Is the Missing AI Infrastructure

AI has become powerful at reading the past. But the most valuable commercial decisions are made before the future has resolved. Human judgment is the act of choosing direction under uncertainty - and today, most organizations have no infrastructure for preserving it.

The Why The How The What
The System Design

Commercial Judgment Infrastructure

A system design walkthrough on capturing execution-linked expert judgment inside real high-touch sales workflows, returning it to the department as operating intelligence, and compounding it into Product and Client learning loops.

Two public entry points into the system work: the brief gives the full shape in one page, and the deck walks through the operating architecture slide by slide.

Brief

One-page brief

A compact overview of the system thesis, core data objects, proposed architecture, and first MVP boundary.

Open brief
System Design

System design deck

A hiring-facing walkthrough of the capture layer, operating layer, shared execution spine, and Product / Client learning loops.

Open deck

Full whitepapers available on request — contact