The Shift from Prototype to Production Is Accountability
Why production AI is judged not by how it performs when everything goes right, but by what happens when things go wrong.
Read essayProduct & Engineering Leader · Founder · Investor · Advisor
Founder. Operator.
Investor. Advisor.
I spent the last decade building production AI in regulated industries. Now I back founders doing the same.
Founder of 434 VC and House of 434. Advisor on AI in regulated domains.
FormerlyGoogle·Goodfin·Sprinter Health·Akamai·Intel·Amazon
Shilpi Nayak
Now
What I'm focused on right now.
Launching 434 VC
Growing House of 434
Advising founders on AI strategy
Writing about AI, ownership, and company creation
What I'm building
Three things I'm building right now.
434 VC
Founder & Managing Partner
Backing founders using AI to rebuild expert work in regulated professional services, with a center of gravity in finance and wealth.
House of 434
Founder
A community for founders, operators, investors, and builders exploring AI, ownership, and what comes next.
Advisory
AI Strategy & Product
Selective advisory engagements with founders taking AI systems from prototype to production. Focused on technical architecture, multi-model strategy, and AI product decisions in regulated and high-stakes domains.
About
I'm interested in what happens when AI moves from demos to production inside regulated industries. The companies that win there will look different from the SaaS generation that came before them. That's the question I'm building, investing, and writing around.
What I believe
A point of view on where this is going.
The labs will sell intelligence. They won't build the workflow. That gap is where durable companies get built.
The next generation of category-defining AI companies will be built by smaller teams than any previous software era.
Vertical AI wins by owning workflows, not models.
The highest-signal deal flow and ideas live in private communities long before they reach institutions.
Trust, judgment, and relationships become more valuable as information becomes abundant.
Journey
Engineer → leader → founder → investor → community builder.
434 VC
2026 — Present
Founder & Managing Partner
Early-stage venture backing founders using AI to rebuild expert work in regulated professional services.
House of 434
2026 — Present
Founder
A private community and editorial platform around AI, ownership, and company-building.
Goodfin
2024 — 2026
Co-Founder & CTO
Built AI-native systems for alternative investing and financial decision-making, and co-led the launch of Goodfin Go.
Zania
2023
Founding Team
Early engineering on the AI security and compliance product. Zania later raised a Series A from NEA.
Sprinter Health
2021 — 2023
Engineering Leadership
Technology and operational systems for healthcare delivery and regulated workflows.
2017 — 2021
Search, User Modeling, Cloud, Collaboration
Large-scale ML systems, user modeling, enterprise cloud, and collaboration infrastructure.
Earlier
2012 — 2017
Engineering Roles
Engineering roles spanning internet-scale analytics at Akamai, manufacturing systems at Intel, and applied machine learning at Amazon.
Ideas
Essays on vertical AI, operator-led companies, and what changes when AI moves into production.
Building something at the frontier?
Wherever you're starting from, there's a way to connect.