Saitoc Labs
I find what's worth building.
Then I build it.
Product validation and full-stack development, powered by AI agents. One person. Days, not months.
How I work
Most people come to me with an idea and no way to know if it's real. I help them find out — with data, not guesswork — and then build the thing. Fast.
I orchestrate a team of AI coding agents. One researches the market. One architects the system. One writes code. One tests. One deploys. I handle the taste.
Think of a film director. They don't operate every camera, do the lighting, edit the footage, and compose the score — but the movie is absolutely their vision. That's what I do with software. The AI agents are my crew. The product is mine.
Recent work
DisputeDesk
AI-powered chargeback defense for e-commerce
From market signal to live product in two weeks. Conversational dispute analyzer that scores win probability, identifies missing evidence, and generates bank-ready rebuttals. Stripe integration, merchant dashboard, interactive cost calculator.
14
days to ship
1
person
Full
stack product
The engine
Before I write a line of code, I need to know the idea is real. So I built a market intelligence engine that scrapes signals from across the internet — people describing pain, building workarounds, asking for solutions, showing buying intent.
It clusters those signals into validated business opportunities. It's how I know what's worth building before anyone spends a dollar.
Scrape
Reddit, HN, Twitter, Product Hunt
Cluster
Semantic matching, signal classification
Validate
Scored ideas with evidence + playbooks
Working on something interesting?
I'm looking for founders and businesses with problems worth solving. If you've got an idea and need someone who can validate it and build it — let's talk.