Start with the people who own the work
Every project begins with the team’s real problem, a named owner and an executive stakeholder, not with the technology.
Ethan Sulpizio Estrada
I lead AI programs from the first idea to company-wide adoption.
AI Process Engineer running a company-wide AI program across every department: 70+ projects, the agents and automations behind them, and the training that gets people using them. I’m completing a Master of Science in Artificial Intelligence in Business at Arizona State University’s W. P. Carey School of Business, graduating in December 2026, and hold a BA in Digital Computational Studies and Sociology from Bowdoin College.
Master of Science
Bowdoin CollegeBachelor of Arts
What I stand for
Three principles behind every project
Ship small, prove it, then scale
A minimum viable product in front of a test group beats a perfect plan, and adoption is earned one team at a time.
Govern it and make it visible
Governance comes first, every project is documented and reviewed, and everyone can see what AI is doing and what it costs.
How I take an AI idea from a conversation to something people use every day
- Listen
Start with the team’s problem and the people who own it: who uses the work, who signs off, and what good looks like.
- Spec
Define the project as deeply as I can. I write the project spec and the instruction set an AI agent will work from, with milestones toward a minimum viable product.
- Build
Build the agent, skill, automation or app. Depending on the team, I’m the primary builder, a collaborator, or dedicated support.
- Pilot
Put the first working version in front of a small test group, the project owner and an executive sponsor, and refine it from what they find.
- Roll out
Release it to the people it was built for, and train them until it’s part of how they work.
70+
AI projects overseen
~150
employees supported as their AI resource
40
Claude skills and automations shared company-wide
50+
employees trained hands-on
Recognized by
- ASU NewsFeatured in “For these ASU business students, AI is a family affair”
- C10 LabsSelected for the AI Biotech Cohort
- Bowdoin CollegeAcademic award for applied machine learning research at Neoclease
Selected work
Inside the AI program I run
How I take AI from one team’s idea to company-wide use, plus the machine learning and governance case studies from my master’s program.
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