Enterprise automation that runs itself
We build AI systems that replace manual work. Faster than your team, cheaper than a hire, reliable enough to leave overnight.
What We Do
We identify high-friction workflows in finance, investment management, and education — then build AI-powered systems that handle them automatically. Three ventures. One engineering standard.
How We Work
Discovery
We map your current workflow — where the friction is, what breaks, and what "done" actually looks like. No assumptions, just observation.
Build
We engineer the system. AI-powered, inside your firewall, designed to run without hand-holding. You see working software within weeks, not months.
Deploy
We integrate with your existing stack, train your team, and hand over the keys. The system runs itself — we monitor for the first 30 days.
Maintain
Continuous monitoring, iteration, and improvement. Systems evolve with your business — this is where we earn our keep.
What We Build
Finance Automation
Enterprises still process quarterly reports manually across multiple spreadsheets. Finance teams spend weeks a month reconciling billing data. We replace that with systems that run overnight.
- Quarterly report processing
- Finance workflow automation
- Data pipeline engineering
Investment Infrastructure
Family offices manage multi-asset portfolios across disconnected platforms. Reconciliation is manual. Risk reporting is retrospective. We build unified systems that actually help you think.
- Private fund data platforms
- Investment decision tools
- Custom reporting systems
AI Education
Most AI training teaches theory, not practice. Corporate workshops end with slides. Youth programs teach prompts, not systems thinking. We run programs that leave people with working prototypes.
- 5-day AI bootcamps
- Corporate workshops
- S.P.E.A.R. pedagogy framework
Relationships
Who We Are
We're a two-person core. That's intentional — small enough to move fast, experienced enough to know when to say no. We partner with specialists for delivery and keep the overhead low so we can invest in engineering quality.
Leon Oh
Systems ArchitectSystems architect. Builds the automation engines that run behind the scenes. Former finance practitioner who got tired of watching people do manual work.
Dang Luong
Senior EngineerFull-stack engineer. Turns Leon's system designs into working software. Focuses on reliability — the systems we build need to run without hand-holding.