AI systems, backend automation, and technical advisory
Turn one real workflow problem into a system your team can use.
I help companies turn AI and automation experiments into systems their teams can use and maintain.
Bring one workflow, delivery bottleneck, or AI-adoption problem. We will choose the right next step—or decide there is not one.
I bring lead software engineering experience at Morningstar and Ford, plus earlier work in finance, pricing, sales, and operations. That helps me judge both how to build the system and whether it solves a real business problem.
Start with recognition
Does one of these sound familiar?
Engineering team
“We bought Claude Code, Cursor, or Copilot. Results still depend on who is using it.”
The missing layer is usually shared context, review boundaries, verification, and a delivery path the team can repeat.
Owner or operator
“We know AI could help, but we do not know where to start.”
Start with one recurring workflow, the business cost of the current process, and a decision about whether AI belongs in the solution.
Operational bottleneck
“This still runs through spreadsheets, repeated data entry, disconnected systems, or one person’s memory.”
That is often a backend and workflow-design problem before it is an AI problem—and that is my bread and butter.
Choose by audience
Two fixed-scope starting points.
Start with the path built for your team. If neither fits, use the conversation option below rather than forcing the problem into an offer.
Owners and operators
$99 fixed scope
Know what to automate first.
Rank one recurring workflow by business value, risk, and feasibility—then decide whether to implement it, defer it, or stop.
See the $99 assessment →Engineering teams
$1,500 fixed scope
Turn AI coding into a team practice.
Take one approved issue through shared context, existing CI, human review, and a handoff your team can repeat.
See the fixed-scope pilot →What the work changes
Better outcomes from the workflows your team already depends on.
- Speed to Lead.Respond while the lead is still interested—minutes, not hours.
- Speed to Quote.Turn pricing rules and history into review-ready quotes without removing human approval.
- Knowledge Base.Keep operating knowledge current as procedures, decisions, and recurring questions change.
- System Integration.Move information once, not five times, across forms, CRM, spreadsheets, and reporting.
- Bounded Internal Agents.Delegate one repeatable job without giving up control over decisions and verification.
Not sure which path fits?
Start with a free 30-minute conversation.
No hard sell. We will name the problem, the next useful decision, and whether I am the right person to help.