NaminalStack
AboutContact

AI is rewriting how businesses operate.We're figuring out what that actually looks like.

NaminalStack builds AI solutions for businesses, runs the lab itself on agents, and publishes what we learn. The rules are being written in real time. We'd rather be writing them than reading about them.

Get in touchAbout the lab
The Shift

AI doesn't just automate tasks. It rewrites what's possible.

Most businesses are grafting AI onto old workflows. That's not a transformation — that's a patch. The opportunity is in building systems that couldn't have existed before.

The Method

Run lean. Ship fast. Share what we learn.

NaminalStack uses agents to handle the overhead so the focus stays on the work that actually matters. Every system we build teaches us something. We publish it.

The Work

Build only what needs to exist.

Fewer moving parts. Tighter contracts. AI solutions that survive contact with real operations — because they were never more than they needed to be.

Track Record

Before going independent. The scale, the systems, and the hard lessons that come from shipping AI where it actually matters.

$10M+

Cost savings shipped

Rebuilt core AI pipelines from scratch. Found the waste, cut it out, and proved that smaller, smarter systems beat bloated ones every time.

Millions/week

Receipts processed

Production-grade OCR and parsing pipelines running at scale, 24/7. The kind of volume that shows you exactly what breaks and what holds.

Top 1%

OpenAI token processor

Named at OpenAI Dev Day as one of the platform's highest-volume consumers. Not a demo shop.

HITL

Customer support pipeline

Built a human-in-the-loop support system that let AI handle the volume while keeping humans in control of the decisions that mattered.

Zero guesswork

LLM eval frameworks

Designed evaluation systems that measured what models actually did in production, not what they did in a notebook on a Friday afternoon.

Company-wide

Internal engineering agent

Built and deployed an engineering agent across the whole org. Watched it change how teams worked. That's when the thesis clicked.


The Lab

I spent years building AI systems at scale inside a major fintech. Pipelines processing millions of receipts weekly. Systems that delivered $10M+ in cost savings. Work that put us in the top 1% of OpenAI token processors, recognized at Dev Day.

Now I build independently and run the whole operation on agents. NaminalStack takes on consulting work for businesses serious about AI, builds its own tools, and shares what we learn. The work is the argument.

About

What We Do

Consulting
Work with businesses on AI strategy and implementation. A small number of projects at a time, done properly.
Building
Tools and systems built in the open, using agents wherever they earn their place.
Publishing
Honest reporting on what works, what fails, and what the frontier actually looks like from inside it.

Get in touch

Bring us a real problem.

We work with businesses that want to know what AI can actually do for their operation, not just what it could theoretically do. No pitch decks. Just a real conversation.

Start a conversation
NaminalStack — 2026[email protected]