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 find the workflows that cost finance and investment teams the most time, then build the systems that run them without supervision. Two practices. One engineering standard.
Finance Automation
Quarterly reporting, reconciliation and data pipelines that finish overnight instead of running for weeks.
Finance automation →Investment Infrastructure
Private fund data, portfolio query and forward-looking reporting for family offices and asset managers.
Investment infrastructure →How We Work
Discovery
We map the current workflow — where the friction is, what breaks, and what “done” looks like. Observation, not assumptions.
Build
The system is engineered inside your firewall, designed to run without hand-holding. Working software in weeks, not months.
Deploy
Integrated with your existing stack, your team trained, the keys handed over. We monitor for the first 30 days.
Maintain
Continuous monitoring, iteration and improvement. The systems evolve as the business does.
What We Build
Finance Automation
Enterprises still process quarterly reports by hand across dozens of spreadsheets, and finance teams reconcile billing data week after week. 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 and risk reporting looks backwards. We build the unified layer that helps you think forward.
- Private fund data platforms
- Investment decision tools
- Custom reporting systems
Why AI Automation Matters Now
What once needed enterprise budgets and six-month implementations now deploys in weeks. For finance and operations teams in Singapore, the question is no longer whether the tooling exists, but who captures the productivity gap while competitors are still evaluating vendors.
| Workflow | Before | After |
|---|---|---|
| Quarterly reporting | 2–3 weeks per quarter, assembled by hand | Narrative, figures and compliance checks produced in one overnight run |
| Portfolio data | Positions spread across five or more platforms | One query surface over funds, ledgers and trackers, answered in minutes |
| Document intake | Statements, invoices and PDFs keyed in manually | OCR and extraction producing pre-filled drafts at 90%+ field accuracy |
| Availability | Business hours, single-threaded, capacity capped by headcount | 24/7, and better on every run as the system is iterated |
Problems We Solve
Singapore’s regulatory environment demands precision: data residency, audit trails and maker-checker controls are the baseline, not a feature. Most overseas AI tooling does not meet that bar, so we build to it from the first design session.
Our Systems in Action
Who We Work With
Family Offices & Asset Managers
Multi-asset portfolios spread across fund administrator portals and legacy ledgers. We build the unified layer: on-demand positions, reporting that looks forward rather than back, and answers in minutes.
Enterprises & SMEs
Finance and operations teams whose reporting, reconciliation and document intake still run on manual effort. We remove the manual steps and leave the controls exactly where compliance expects them.
Engagements start with a scoping workshop Working software in weeks Client identities are never published
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
Builds the automation engines that run behind the scenes. Former finance practitioner who got tired of watching people do manual work.
Dang Luong
Full-stack engineer. Turns system designs into working software, with a focus on reliability — these systems have to run without hand-holding.
Two engineers Singapore-based Delivery with named specialists No sales layer