Full-stack AI engineerHey, I'm Nicolai
I build AI that works outside the lab.
8+ years building AI products, and these days I build them end to end on my own: frontend, backend, AI, and the data plumbing. A lot of it now is putting an agent layer on top of the systems companies already run, with a clear estimate of what each one saves. I've worked with solo founders, startups, and enterprises, and I share what I learn with 126,000+ engineers on YouTube.

Built with great teams
Solo founders · startups · enterprises
Try it
What could AI do for your business?
Paste your website or drop in a photo from your business. Or tap an example to see what you get.
Show us a photoA warehouse aisle, a conveyor, a production line, a shelf, a site. Anything from your business.
or drop it here- Preparing your photo
- Uploading
- Finding objects
- Writing ideas
Or try an example
Your photo is shrunk on your device (or on our server if your browser can't open it) and sent to Google Gemini to be analysed. It isn't stored. Please don't upload anything confidential.
What NNCODE builds
Three things we build, end to end.
Client work runs through NNCODE, the AI engineering studio I founded. Pick the one closest to your problem; each one links to the systems we've built and how they work.
AI agents on your systems
We put an agent layer on top of the software you already run, like your CRM, ERP, database, and internal APIs, so AI agents can do real work in it, safely and with your approval.
- An agent layer over your backend
- MCP and API tool layers
- Human sign-off where it matters
- Tracing, logs, and cost control
Computer vision
Cameras that detect, count, track, and inspect in real places, from the model all the way to the dashboard. It's where NNCODE started.
- Detection and tracking
- Inspection lines
- Edge and GPU deployment
- Dataset pipelines
Full-stack apps & data
The internal tool or customer app you keep wishing you had: frontend, backend, data, and AI in one system, built by one team.
- Internal tools and dashboards
- Customer-facing apps
- Data integrations
- Hosting and monitoring
The agent layer
Keep your systems. Add an agent layer on top.
Most of the value isn't a new app. It's letting AI agents safely do work inside the software you already pay for.
- 01
Nothing gets replaced
Your CRM, ERP, database, and internal APIs keep running exactly as they are. We build on top of them, not instead of them.
- 02
A safe tool layer
The actions your software already supports become tools agents can call, through MCP or plain APIs, with scoped permissions, validation, and a log of every call.
- 03
Agents do the work, people approve
Agents handle the repetitive steps across your systems. Anything that matters waits for a human yes.
- 04
Any model, no lock-in
Claude, GPT, Gemini, or open models. The layer stays the same when you switch.
Active, not passive
Systems that act, and pay for themselves.
A dashboard someone has to read is a cost. The systems we build recommend the next step, or take it with your approval, and every one comes with an estimate of what it saves.
- 01
Start from the cost
Hours spent, errors made, claims lost, stops on the line. We measure today's number before building anything.
- 02
Estimate before building
A rough return for each idea up front, so you choose the ones worth doing first.
- 03
Ship a small first version
One camera, one inbox, one team. Real savings in weeks, not a year-long project.
- 04
Measure what it saves
Every action is logged, so the return is a number you can check, not a promise.
Live demos
Watch them work, or press a key.
Small working versions of the systems we build. They run on their own, and you can take over any time.
AI integrations & agents
We turn the systems you already have, like your CRM, database, and internal APIs, into tools AI agents can use, with your approval where it matters.
Computer vision
Cameras that detect, count, and flag defects on real production lines, in real time. It's where NNCODE started.
Full-stack apps & data
You tell us how you work. We connect your tools into one app and one source of truth: frontend, backend, and data.
Why I work solo
Why one person can beat a team.
Fewer people, fewer handoffs, and the person you talk to is the one building it.
A TYPICAL TEAM5 people · 10 lines to keep in sync
- Meetings, tickets, and waiting on each other
- Overlap and redoing each other's work
- Bugs hiding in the gaps between people
ME + AI AGENTS1 person · 0 handoffs
- You talk directly to me
- One way of building things, start to finish
- New stuff to look at almost every day
Things we've built
Products, platforms, and real systems.
Open source used by engineers worldwide, products we run, and systems built for clients.
01 / 06
Mask0
A private computer vision data platform for importing, annotating, validating, versioning, and exporting datasets without platform lock-in.
02 / 06
AI agent workflows
Tool-using agents for browser automation, research, price monitoring, sentiment analysis, and multi-step data workflows, with checkpoints where a human signs off.
03 / 06
NNCODE Vision System
An end-to-end computer vision application with frontend, backend, database, detection, tracking, and operational analytics.
04 / 06
AI integrations & MCP tools
Tool layers that put CRMs, databases, internal APIs, and documents in front of AI agents safely: scoped permissions, validated schemas, and an audit log of every call.
05 / 06
Real-time video analytics
GPU-accelerated detection, segmentation, tracking, and event pipelines for live cameras and operational environments.
06 / 06
Full-stack apps with AI built in
Internal tools, dashboards, and customer apps built end to end, with AI where it actually helps: summaries, extraction, assistants, and automation.
About me
One person, the whole thing.
Interfaces, APIs, databases, data pipelines, LLMs, computer vision, and the servers it all runs on. I build every layer myself, which means it all fits together, and you always know who to talk to: me.
I also teach everything I learn. 400+ videos on machine learning, computer vision, LLMs, and shipping real projects. If you want to see how I think before we work together, that's the best place to start.

Let's talk
Got something you want to build?
Tell us about it. You talk directly with the person who builds it, from the first chat to everything after.
- Reply within a day
- Straight to the builders
- No obligation
