Kwamz AI
M-Pesa agent dashboard.
app.kwamz-ai.org

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Problem
Mobile money agents had no real-time visibility into float, transaction volume, or commission — decisions were made blind, after the fact.
What we built
A dashboard that ingests mobile money transaction data and surfaces live float position, transaction trends, and commission tracking per agent.
Result
Agents and operators get same-day visibility instead of end-of-week reconciliation.