Focus area
Access to complex systems
Infrastructure for the people institutions weren't built for.
Legal process, financial underwriting, healthcare navigation, immigration, civic records — systems designed around institutional actors that leave individuals to navigate alone. A recurring thesis: the apparatus can be reproduced at the speed and cost an individual can actually afford.
Most complex civic and commercial systems — courts, underwriting, healthcare billing, immigration, tax, benefits — were designed for institutional counterparties. Banks, hospitals, law firms, government contractors. The forms, the timelines, the appeal mechanisms, the filing conventions all assume a party with an office full of people whose job is to navigate them.
An individual facing that same system gets the same forms, the same timelines, and none of the office. The result is predictable: institutional counterparties win the rounds where outcomes hinge on procedural sophistication, whether or not they are right on the merits.
The thesis: a small team with the right software can reproduce the procedural-sophistication apparatus at the speed and cost an individual can afford. Not "AI lawyer" or "AI doctor" — those framings misstate the problem. The work is indexing the record, tracking the deadlines, drafting the motions for counsel to review, mapping the appeal options, and holding state across a multi-year matter. The expert human still decides. The software makes the expert human ten times more productive, which is what it takes for an individual to afford one.
Where it shows up
Three applications.
- 01
Criminal-defense evidence platforms
Index the discovery, track the deadlines, surface the Brady gaps, draft the motions — at a cadence the defense team can sustain against an office of prosecutors.
- 02
Medical-billing appeals
Reconstruct the coding, identify the errors, draft the appeal letters — so an individual can get the same outcome a hospital billing office would get.
- 03
Immigration and benefits navigation
Track the eligibility rules, the filing deadlines, the supporting documents, and the appeal pathways across years of procedural state.
Related focus areas