Research

Built from how circles actually work.

RAITON studies how trusted groups coordinate contributions, responsibilities, decisions, records, and exceptions before deciding what software should change—and what it should leave intact.

What we study

The group is the unit of understanding.

  1. 01

    How groups establish membership, roles, and authority.

  2. 02

    How contributions, payout order, and rule changes are coordinated.

  3. 03

    Where organizer workload, ambiguity, and disputes emerge.

  4. 04

    How financial reliability can be represented responsibly without replacing human context.

Anchor principle

The social system
is not the bug.

RAITON studies how trusted groups coordinate before deciding what software should change—and what it should leave intact.

Field insight 01

Trust already exists.

“My mom has done this her whole life. Nobody wrote anything down, and it still worked. Imagine what it does with receipts.”
Member interview #41Community savings circle, Maryland
Field insight 02

Organizers carry hidden work.

“As treasurer, I was chasing twenty people over text every month. The circle didn’t need more trust — it needed a system.”
Planner interview #17Community association, 1,000+ members
Field insight 03

Shared records change accountability.

“I’ve been in the same circle for nine years. This is the first time all of it is actually written down.”
Member interview #58Rotating savings group, Lagos

How research shapes RAITON

Evidence becomes a product decision.

Savings circles are RAITON’s starting point—not the boundary of the problem. We study how member-governed groups coordinate shared financial commitments, make decisions, maintain records, and build reliable histories.

Preserve

What already holds the group together.

Group-created rules, human judgment, organizer authority, flexibility, and the payment methods members already use.

Make visible

What the group needs to see together.

Positions, schedules, displayed contribution status, upcoming responsibilities, approved changes, and corrections.

Keep testing

What evidence has not settled yet.

Organizer burden, exception handling, which proof transfers between communities, and the responsible design of SFR.

Method note

Qualitative evidence, labeled as such.

Published excerpts use internal interview IDs plus the participant’s role and location. Names are withheld. These accounts explain needs and experiences; they are not estimates of how common an experience is.

Public research

Sources we return to.