One substrate. Businesses that compound.
Argonav architects
Merchant Bank as an agentic-intelligence-first system, then compounds that work into businesses. Agentic intelligence is the substrate; it closes knowledge gaps so people keep judgment, taste and ownership.
We train the models: frontier models, fine-tuned per company on the company's own record and on our proprietary datasets compiled across industries, for the middle market, on any dataset, platform or size.
Our approach
What we build against.
Four situations that keep coming back in the firms we operate in.
The answer lives in four places
A question about live work gets assembled from a CRM, a drive, a mailbox and somebody's memory, then reconciled before anyone can act.
puts them in one place Cash is a spreadsheet nobody can trace
The thirteen week view is rebuilt by hand every week, an unknown is typed as a zero, and no figure carries where it came from.
The fix is not something you can buy
Too many manual steps, workflows that drag, overhead that will not come down, and nothing on the market shaped like the operation.
Argo Studio builds the agentic systems that carry the loadThe build turns out to be a business
A system built for one operation proves out a pipeline worth more as a company than as a feature.
Argo Ventures co-founds the company around itWe build against these from inside the firm. Keel Merchant Bank runs on what we build before it goes anywhere else.
Industry-agnostic intelligence.
Argonav builds for the middle market. The information problem is the same in each sector; the operation built around it is not.
Banking- Speed of operation. Work that crossed five systems by hand runs in one, with the trail kept.
- Scale without headcount. The back office, the service desk and the bankers carry more, because agents carry the standing work.
- The answer, resolved. A request is handled end to end in one system, and the person who asked hears back from the person who owns it.
Platforms and divisions.
Every platform and division runs on one substrate.
Platforms
The systems everything runs on.
Divisions
How we engage.
Engineered in, not bolted on.
Data protection is built into how the systems ingest and run, not added at the edge once they do.
The default: compliance as a badge wall.
Data protection
Sensitive data stays protected across every ingestion; encrypted in transit and at rest, scoped by role, and isolated per engagement.
Audit-ready
Access boundaries and a continuous audit trail, built to satisfy enterprise security review.
Enter at the inflection point.
We do not sell; we come in where enterprise value is set and build the systems that move it.
Start a conversation





