Portfolio
Marketing, systems, and automations built around real business workflows.
A collection of digital marketing work, AI-assisted systems, business automations, and practical products built across marketing, operations, e-commerce, and software.
Process
How I turn complex workflows into practical systems
I start with the actual workflow, constraints, and business objective before choosing the technology. AI accelerates implementation, debugging, and iteration, while architecture, workflow decisions, testing, and final validation remain human-directed.
- Step 1
01 · Understand
Understand the workflow
Identify the business problem, current process, users, constraints, and desired outcome.
- Step 2
02 · Design
Design the system
Map the data flow, responsibilities, integrations, decision points, and human review requirements.
- Step 3
03 · Build
Build with AI assistance
Use AI to accelerate implementation, debugging, refactoring, documentation, and iteration.
- Step 4
04 · Validate
Test and validate
Review the workflow manually, test edge cases, verify permissions, and confirm the system behaves as intended.
- Step 5
05 · Refine
Deploy and refine
Launch the working system, inspect real behavior, and improve the product based on practical use.
Work together
Need a system or automation built around your workflow?
I design practical software systems and business automations around real operational needs, from workflow mapping and architecture through implementation, testing, and deployment.