Manual, repetitive data entry
Your team re-types data between systems, copies records by hand, and runs the same routine every day. Reclaiming that time is the first thing a well-designed automation delivers.
AI & automation advisory
Operational AI That Actually Pays Off
I help traditional businesses turn manual bottlenecks into smart, reliable workflows. Cut the busywork, eliminate costly errors, and see a real return on your AI investment.
Who am I
Software engineer with 15+ years of experience working with companies across Silicon Valley and the rest of the world on complex software systems, architecture decisions, and high-stakes technical challenges.
This review is shaped by years of hands-on engineering work in demanding product environments where technical judgment has direct business impact.
When AI actually delivers a return
AI is not a universal win. It earns its keep in specific, unglamorous places, the kind of operational drag most companies have quietly learned to live with. These are the six signs I look for:
Operational bottlenecks
Critical processes stall because they depend on a few people manually moving work between disconnected tools. I map the flow of value and fix where time and money leak.
Growth chained to headcount
Every increase in volume means hiring more people to run the same manual work. Automating the bottleneck breaks the link between business growth and payroll.
Costly human errors
Routine manual work produces mistakes that require rework, create compliance risks, and erode client trust. Reliable, automated workflows drastically reduce that error surface.
Lack of internal tech talent
You don't have the in-house engineering to design and connect AI into your systems safely. You need an independent architect to guide you, not another full-time hire.
AI adoption without a roadmap
Adopting AI based on pure hype, with no concrete plan, is how most companies see zero return. The goal here is real operational impact, not just a flashy tech demo.
From operational pain to a delegable action plan.
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Phase 01
Application & Context
You submit a short application outlining your business context, team structure, and the main operational bottlenecks slowing you down. This allows me to assess if automation can deliver a real return before we even schedule a call.
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Phase 02
Operational diagnosis
Focused strategy sessions with your leadership, centered on the business, not the tech. Through one or more targeted calls, I map your most painful processes, measure the volume of repetitive tasks, and accurately quantify the true cost of your critical bottlenecks.
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Phase 03
Architecture and feasibility
Behind the scenes, I match your operational problems with the proven capabilities of current AI and automation. I design exactly how your existing systems should integrate, calculating realistic time savings and technical viability.
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Phase 04
Action plan presentation
An executive session to deliver the results. I present the diagnosis, reveal the quantified cost of inaction, and hand over a structured action plan so you can move toward a safe, delegable implementation.
Who is this for
Best fit for traditional mid-size companies in sectors like logistics, finance, legal, manufacturing, and similar industries. Designed for operational leaders who want a concrete, measurable execution plan, not another bet placed blindly on the AI hype.
If a bottleneck is costing you money, let's start with the context.
The short application covers your operational reality: the repetitive work slowing you down and the systems currently involved. This allows me to assess if automation can actually deliver a real return before we schedule our first session.