Purpose-Built for Structured Finance.
20 years of engineering across Fortune 200 companies and startups. Three years building AI systems for structured finance. Enough time watching analysts do manual extraction to know the problem was worth solving properly.
The Story
I have spent 20 years building data platforms and engineering teams across Fortune 200 companies and startups. For the last three years, I have been focused on one problem: the gap between a PDF landing on a deal team's desk and structured data entering their workflow. I watched analysts spend hours every week reading offering circulars, extracting terms by hand, and keying data into spreadsheets. The bottleneck was never intelligence or effort. It was the manual work between document and decision. So I built what I wanted to see exist. Not a generic document processor, but purpose-built AI systems that understand structured finance: waterfalls, covenants, borrowing bases, tranche mechanics. That is what Prospekto does.
Domain First
Everything starts with how deals actually work: waterfalls, covenants, borrowing bases, tranche mechanics. Generic document processing fails on structured finance because it does not understand the domain.
No Black Boxes
Every output links to its source. Every assumption is auditable. Your team can defend every number in front of the investment committee because they can trace it back to the page.
Works Alongside Your Stack
Not a replacement. Your Intex models, Bloomberg terminals, and Excel workflows stay. We add a document intelligence layer that feeds structured data into the tools you already trust.
You Own It
Your data stays yours. Systems are built so your team runs them. The goal is a handoff, not a permanent dependency.
What I Will Not Compromise
Domain Expertise Matters
Generic AI tools fail on structured finance because they do not understand the domain. Everything I build starts with how deals actually work: waterfalls, covenants, borrowing bases.
Augment, Do Not Replace
AI should eliminate manual extraction while preserving human judgment where it matters. Your analysts stay in control. They spend time on decisions instead of data entry.
Your Data, Your Control
I never train on your private deal documents. Deploy on your infrastructure if needed. Complete data sovereignty, no compromises.
Let's See If It's a Fit
Tell me about your deal workflows. I will be honest about where I can help and where I cannot.
Book a Call