About
I turn complex operations into working systems using AI and software.
Businesses get stuck in spreadsheets, disconnected tools, and manual handoffs. I design and build systems that connect planning, data, and execution.
The problem
Most teams do not have a tool problem.
They have a system problem. Work moves through copied data, side conversations, old spreadsheets, and tools that were never designed to work together.
The result is predictable: duplicated effort, unclear status, slow decisions, and people carrying the process in their heads.
What I do
Understand it. Build it. Make it run.
Understand the system
Map how work actually moves: where requests start, where data is copied, where people wait, and where the current process breaks.
- Find the handoffs that slow teams down.
- Separate real constraints from inherited habits.
- Turn messy operations into a system map people can act on.
Build the system
Design and ship the internal tools, automations, data flows, and AI-assisted workflows that make the mapped system work.
- Planning tools, dashboards, and workflow interfaces.
- Document, report, and data extraction pipelines.
- AI where it removes friction, not where it adds theatre.
Make it run
Put the system into real use, watch where it bends, and keep improving it until it fits the people who rely on it.
- Deploy into live workflows without losing the team.
- Iterate from real usage, not assumptions.
- Make the system clear enough to be adopted.
What this looks like
Real systems, built around real work.
Railway planning and mapping
Planning interfaces that connect geography, operational constraints, and delivery decisions instead of leaving teams to stitch work together by hand.
Document and report automation
Pipelines that turn PDFs, forms, notes, and recurring reports into structured data people can review, search, export, and trust.
Knowledge systems
Searchable internal knowledge that connects project context, notes, documents, and decisions so teams can ask better questions.
Scraping and intelligence pipelines
Systems that collect signals from the web or internal sources, clean them, and present the information that changes what happens next.
Operational dashboards
Dashboards that show the state of the work, not vanity metrics: what is blocked, what needs attention, and what changed.
Start with the workflow