Key information is trapped in documents and disconnected systems.
People spend time searching, re-entering, and checking facts that should travel with the work.
AI engineering & technical leadership
Turn complicated, manual work into systems your team can trust.
When information is scattered and every handoff takes extra effort, I help teams make the workflow clearer—from the data underneath it to the decisions people need to make.
Tell me where work gets stuck →For proptech + healthcare teams10+ years shipping softwareSenior engineer, hands on
The kind of friction I work on
Your team knows the work. The system should help it move.
Important cases wait in a queue without enough context.
Teams need to see what needs attention, why it was flagged, and what should happen next.
Automation works until the edge cases arrive.
AI can help with the repetitive parts, but the result needs evidence, review paths, and a safe way to recover.
What changes
Less chasing. Better context. A clearer next step.
The goal isn’t to add AI to a workflow for its own sake. It’s to give people reliable information at the point where they need to act.
Information arrives ready to use
Bring source data together, clean it up, and preserve where it came from.
Exceptions are easier to handle
Route uncertain or high-impact cases to the right person with useful context.
People can trust the result
Make decisions inspectable, measurable, and safer to improve over time.
Grounded in real work
Experience where the workflow matters.
PROPTECH01
Make property documents useful.
At Synapse, I built a lease abstraction pipeline that turns commercial lease terms into structured data with source text attached to every field.
Explore the lease pipeline ↗HEALTHCARE02
Support the systems around care.
At Babylon Health, I worked on consultation and appointment metrics services and integrations in a fast-growing digital health platform.
Read the Babylon Health story ↗DATA + TRIAGE03
Get the right signal to the right person.
A clinic intake workflow normalizes messages, adds patient context, evaluates urgency against a clinic-approved rubric, and routes cases for review or escalation.
Explore the clinic triage workflow ↗A practical way to start
Find the workflow. Then build the right-sized fix.
Map the real work
We look at the handoffs, data, tools, and exceptions—not just the ideal flow on a whiteboard.
Choose the useful change
I lay out a bounded plan: what to connect, automate, route to a person, and measure.
Ship and learn
Build the agreed slice, put it in front of the people doing the work, and improve from what happens.
You keep the code and the understanding of how it works. Your team stays part of the process.
Start with the work, not a pitch deck
Where does work get stuck for your team?
Send me a short description of the workflow, the people involved, and what you wish happened faster. I’ll reply with an honest view on whether I can help.
Email Alan →More about me ↗Based in México · Working with teams across the Americas